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weird issue/bug with columns (dataset iterable/stream mode)
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I have a dataset online (CloverSearch/cc-news-mutlilingual) that has a bunch of columns, two of which are "score_title_maintext" and "score_title_description". the original files are jsonl formatted. I was trying to iterate through via streaming mode and grab all "score_title_description" values, but I kept getting key not found after a certain point of iteration. I found that some json objects in the file don't have "score_title_description". And in SOME cases, this returns a NONE and in others it just gets a key error. Why is there an inconsistency here and how can I fix it?
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IndexError when loading ImageFolder
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[ "Hi, thanks for reporting! If there are no examples in ImageFolder, the `label` column is of type `ClassLabel(names=[])`, which leads to an error in [this line](https://github.com/huggingface/datasets/blob/c15b391942764152f6060b59921b09cacc5f22a6/src/datasets/arrow_writer.py#L387) as `asdict(info)` calls `Features({..., \"label\": {'num_classes': 0, 'names': [], 'id': None, '_type': 'ClassLabel'}})`, which then calls `require_decoding` [here](https://github.com/huggingface/datasets/blob/c15b391942764152f6060b59921b09cacc5f22a6/src/datasets/features/features.py#L1516) on the dict value it does not expect.\r\n\r\nI see two ways to fix this:\r\n* custom `asdict` where `dict_factory` is also applied on the `dict` object itself besides dataclasses (the built-in implementation calls `type(dict_obj)` - this means we also need to fix `Features.to_dict` btw) \r\n* implement `DatasetInfo.to_dict` (though adding `to_dict` to a data class is a bit weird IMO)\r\n\r\n@lhoestq Which one of these approaches do you like more?\r\n", "Small pref for the first option, it feels weird to know that `Features()` can be called with a dictionary of types defined as dictionaries instead of type instances." ]
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## Describe the bug Loading an image dataset with `imagefolder` throws `IndexError: list index out of range` when the given folder contains a non-image file (like a csv). ## Steps to reproduce the bug Put a csv file in a folder with images and load it: ```python import datasets datasets.load_dataset("imagefolder", data_dir=path/to/folder) ``` ## Expected results I would expect a better error message, like `Unsupported file` or even the dataset loader just ignoring every file that is not an image in that case. ## Actual results Here is the whole traceback: ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: 2.3.2 - Platform: Linux-5.11.0-051100-generic-x86_64-with-glibc2.27 - Python version: 3.9.9 - PyArrow version: 8.0.0 - Pandas version: 1.4.3
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Dataset Viewer issue for codeparrot/xlcost-text-to-code
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[ "There seems to be an issue with the `C++-snippet-level` config:\r\n\r\n```python\r\n>>> from datasets import get_dataset_split_names\r\n>>> get_dataset_split_names(\"codeparrot/xlcost-text-to-code\", \"C++-snippet-level\")\r\nTraceback (most recent call last):\r\n File \"/home/slesage/hf/datasets-server/services/worker/.venv/lib/python3.9/site-packages/datasets/inspect.py\", line 352, in get_dataset_config_info\r\n info.splits = {\r\nTypeError: 'NoneType' object is not iterable\r\n\r\nThe above exception was the direct cause of the following exception:\r\n\r\nTraceback (most recent call last):\r\n File \"<stdin>\", line 1, in <module>\r\n File \"/home/slesage/hf/datasets-server/services/worker/.venv/lib/python3.9/site-packages/datasets/inspect.py\", line 404, in get_dataset_split_names\r\n info = get_dataset_config_info(\r\n File \"/home/slesage/hf/datasets-server/services/worker/.venv/lib/python3.9/site-packages/datasets/inspect.py\", line 359, in get_dataset_config_info\r\n raise SplitsNotFoundError(\"The split names could not be parsed from the dataset config.\") from err\r\ndatasets.inspect.SplitsNotFoundError: The split names could not be parsed from the dataset config.\r\n```\r\n\r\nI remove the dataset-viewer tag since it's not directly related.\r\n\r\nPinging @huggingface/datasets ", "Thanks I found that this subset wasn't properly defined the the config, I fixed it. Now I can see the subsets but I get this error for the viewer\r\n````\r\nStatus code: 400\r\nException: Status400Error\r\nMessage: The split cache is empty.\r\n```", "Yes, the cache is being refreshed, hopefully, it will work in some minutes for all the splits. Some are already here:\r\n\r\nhttps://huggingface.co/datasets/codeparrot/xlcost-text-to-code/viewer/Python-snippet-level/train\r\n\r\n<img width=\"1533\" alt=\"Capture d’écran 2022-07-18 à 12 04 06\" src=\"https://user-images.githubusercontent.com/1676121/179553933-64d874fa-ada9-4b82-900e-082619523c20.png\">\r\n", "I think all the splits are working as expected now", "Perfect, thank you!" ]
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### Link https://huggingface.co/datasets/codeparrot/xlcost-text-to-code ### Description Error ``` Server Error Status code: 400 Exception: TypeError Message: 'NoneType' object is not iterable ``` Before I did a minor change in the dataset script (removing some comments), the viewer was working but not properely, it wasn't showing the dataset subsets. But the data can be loaded successfully. Thanks! ### Owner Yes
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Added method to remove excess nesting in a DatasetDict
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[ "Hi ! I think the issue you linked is closed and suggests to use `remove_columns`.\r\n\r\nMoreover if you end up with a dataset with an unnecessarily nested data, please modify your processing functions to not output nested data, or use `map(..., batched=True)` if you function take batches as input", "Hi @lhoestq , you are right about the issues this pull has steered beyond that issue. I created this [colab notebook](https://colab.research.google.com/drive/16aLu6QrDSV_aUYRdpufl5E4iS08qkUGj?usp=sharing) to present the error. I tried using batch and that won't resolve it either. I'm looking into that error right now.", "I think you just need to pass one example at a time to your tokenizer, this way you don't end up with nested data:\r\n```python\r\n\r\ndef preprocessFunction(row):\r\n collatedContext = tokenizer.eos_token.join([row[\"context\"+str(i+1)] for i in range(int(AMT_OF_CONTEXT))])\r\n response = row[\"response\"]\r\n tokenizedContext = tokenizer(\r\n collatedContext, max_length=max_context_length, truncation=True # don't pass as a list here\r\n )\r\n with tokenizer.as_target_tokenizer():\r\n tokenized_response = tokenizer(\r\n response, max_length=max_response_length, truncation=True # don't pass a a list here\r\n )\r\n tokenizedContext[\"labels\"] = tokenized_response[\"input_ids\"]\r\n return tokenizedContext\r\n```", "Yes that is correct, the purpose of this pull is to advise of a more general solution like with `def remove_excess_nesting(self)` or maybe automate the solution (stas00 advised not to automate it as it could \"not be backwards compatible\").", "I'm not sure I understand how having `remove_excess_nesting` would make more sense than just fixing the preprocessFunction to simply not return nested samples, can you elaborate ?", "Figuring out the issue can be a bit difficult to figure out. Only until I added batch does it make a little more sense with the error\r\n\r\n> sequence item 0: expected str instance, list found\r\n\r\nbut batch was never intended.\r\n\r\nWhen you run the colab you will notice that only until collating do you learn there is this error. So i figured it would be better to address it during at the `DatasetDict` level.\r\nI think it would be ideal if the user could be notified at the preprocess function.", "I'm not arguing that `remove_excess_nesting` is the right solution but what I aim to address is dealing with unnecessary nesting as early as possible.", "> When you run the colab you will notice that only until collating do you learn there is this error.\r\n\r\nI think users can just check the `dataset.features` and they would notice that the data are nested\r\n```python\r\n{\r\n 'input_ids': Sequence(Sequence(feature=Value(dtype='int32', id=None), length=-1, id=None), length=-1, id=None)\r\n ...\r\n}\r\n```\r\n\r\nSometime nested data are intentional, so you can't know in advance if it's a user's mistake or something planned.", "Yes, I understand, it could be intentional and only the collator has problems with it. So, it is not worth handling it any differently in any other non-erroneous data. \r\n\r\nThat being said do you think there is any use for the `remove_excess_nesting` method? Or maybe it should be applied in a different way? If not feel free to close this PR. ", "I think users can write it and use `map` themselves if needed, it is pretty straightforward to implement.\r\n\r\nI'm closing this PR if you don't mind, and thank you for the discussion :)", "No problem @lhoestq , thanks for walking me through it." ]
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Added the ability for a DatasetDict to remove additional nested layers within its features to avoid conflicts when collating. It is meant to accompany [this PR](https://github.com/huggingface/transformers/pull/18119) to resolve the same issue [#15505](https://github.com/huggingface/transformers/issues/15505). @stas00 @lhoestq
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Cant pass streaming dataset to dataloader after take()
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[ "Hi! Calling `take` on an iterable/streamable dataset makes it not possible to shard the dataset, which in turn disables multi-process loading (attempts to split the workload over the shards), so to go past this limitation, you can either use single-process loading in `DataLoader` (`num_workers=None`) or fetch the first `50_000/batch_size` batches in the loop." ]
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## Describe the bug I am trying to pass a streaming version of c4 to a dataloader, but it can't be passed after I call `dataset.take(n)`. Some functions such as `shuffle()` can be applied without breaking the dataloader but not take. ## Steps to reproduce the bug ```python import datasets import torch dset = datasets.load_dataset(path='c4', name='en', split="train", streaming=True) dset = dset.take(50_000) dset = dset.with_format("torch") num_workers = 8 batch_size = 512 loader = torch.utils.data.DataLoader(dataset=dset, batch_size=batch_size, num_workers=num_workers) for batch in loader: ... ``` ## Expected results No error thrown when iterating over the dataloader ## Actual results Original Traceback (most recent call last): File "/usr/local/lib/python3.9/dist-packages/torch/utils/data/_utils/worker.py", line 287, in _worker_loop data = fetcher.fetch(index) File "/usr/local/lib/python3.9/dist-packages/torch/utils/data/_utils/fetch.py", line 32, in fetch data.append(next(self.dataset_iter)) File "/root/.local/lib/python3.9/site-packages/datasets/formatting/dataset_wrappers/torch_iterable_dataset.py", line 48, in __iter__ for key, example in self._iter_shard(shard_idx): File "/root/.local/lib/python3.9/site-packages/datasets/iterable_dataset.py", line 586, in _iter_shard yield from ex_iterable.shard_data_sources(shard_idx) File "/root/.local/lib/python3.9/site-packages/datasets/iterable_dataset.py", line 60, in shard_data_sources raise NotImplementedError(f"{type(self)} doesn't implement shard_data_sources yet") NotImplementedError: <class 'datasets.iterable_dataset.TakeExamplesIterable'> doesn't implement shard_data_sources yet ## Environment info - `datasets` version: 2.3.2 - Platform: Linux-5.4.0-120-generic-x86_64-with-glibc2.31 - Python version: 3.9.13 - PyArrow version: 8.0.0 - Pandas version: 1.4.3
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4,677
Random 400 Client Error when pushing dataset
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## Describe the bug When pushing a dataset, the client errors randomly with `Bad Request for url:...`. At the next call, a new parquet file is created for each shard. The client may fail at any random shard. ## Steps to reproduce the bug ```python dataset.push_to_hub("ORG/DATASET", private=True, branch="main") ``` ## Expected results Push all the dataset to the Hub with no duplicates. If it fails, it should retry or fail, but continue from the last failed shard. ## Actual results ``` --------------------------------------------------------------------------- HTTPError Traceback (most recent call last) testing.ipynb Cell 29 in <cell line: 1>() ----> [1](testing.ipynb?line=0) dataset.push_to_hub("ORG/DATASET", private=True, branch="main") File ~/.local/lib/python3.9/site-packages/datasets/arrow_dataset.py:4297, in Dataset.push_to_hub(self, repo_id, split, private, token, branch, max_shard_size, shard_size, embed_external_files) 4291 warnings.warn( 4292 "'shard_size' was renamed to 'max_shard_size' in version 2.1.1 and will be removed in 2.4.0.", 4293 FutureWarning, 4294 ) 4295 max_shard_size = shard_size -> 4297 repo_id, split, uploaded_size, dataset_nbytes, repo_files, deleted_size = self._push_parquet_shards_to_hub( 4298 repo_id=repo_id, 4299 split=split, 4300 private=private, 4301 token=token, 4302 branch=branch, 4303 max_shard_size=max_shard_size, 4304 embed_external_files=embed_external_files, 4305 ) 4306 organization, dataset_name = repo_id.split("/") 4307 info_to_dump = self.info.copy() File ~/.local/lib/python3.9/site-packages/datasets/arrow_dataset.py:4195, in Dataset._push_parquet_shards_to_hub(self, repo_id, split, private, token, branch, max_shard_size, embed_external_files) 4193 shard.to_parquet(buffer) 4194 uploaded_size += buffer.tell() -> 4195 _retry( 4196 api.upload_file, 4197 func_kwargs=dict( 4198 path_or_fileobj=buffer.getvalue(), 4199 path_in_repo=shard_path_in_repo, 4200 repo_id=repo_id, 4201 token=token, 4202 repo_type="dataset", 4203 revision=branch, 4204 identical_ok=False, 4205 ), 4206 exceptions=HTTPError, 4207 status_codes=[504], 4208 base_wait_time=2.0, 4209 max_retries=5, 4210 max_wait_time=20.0, 4211 ) 4212 shards_path_in_repo.append(shard_path_in_repo) 4214 # Cleanup to remove unused files File ~/.local/lib/python3.9/site-packages/datasets/utils/file_utils.py:284, in _retry(func, func_args, func_kwargs, exceptions, status_codes, max_retries, base_wait_time, max_wait_time) 282 except exceptions as err: 283 if retry >= max_retries or (status_codes and err.response.status_code not in status_codes): --> 284 raise err 285 else: 286 sleep_time = min(max_wait_time, base_wait_time * 2**retry) # Exponential backoff File ~/.local/lib/python3.9/site-packages/datasets/utils/file_utils.py:281, in _retry(func, func_args, func_kwargs, exceptions, status_codes, max_retries, base_wait_time, max_wait_time) 279 while True: 280 try: --> 281 return func(*func_args, **func_kwargs) 282 except exceptions as err: 283 if retry >= max_retries or (status_codes and err.response.status_code not in status_codes): File ~/.local/lib/python3.9/site-packages/huggingface_hub/hf_api.py:1967, in HfApi.upload_file(self, path_or_fileobj, path_in_repo, repo_id, token, repo_type, revision, identical_ok, commit_message, commit_description, create_pr) 1957 commit_message = ( 1958 commit_message 1959 if commit_message is not None 1960 else f"Upload {path_in_repo} with huggingface_hub" 1961 ) 1962 operation = CommitOperationAdd( 1963 path_or_fileobj=path_or_fileobj, 1964 path_in_repo=path_in_repo, 1965 ) -> 1967 pr_url = self.create_commit( 1968 repo_id=repo_id, 1969 repo_type=repo_type, 1970 operations=[operation], 1971 commit_message=commit_message, 1972 commit_description=commit_description, 1973 token=token, 1974 revision=revision, 1975 create_pr=create_pr, 1976 ) 1977 if pr_url is not None: 1978 re_match = re.match(REGEX_DISCUSSION_URL, pr_url) File ~/.local/lib/python3.9/site-packages/huggingface_hub/hf_api.py:1844, in HfApi.create_commit(self, repo_id, operations, commit_message, commit_description, token, repo_type, revision, create_pr, num_threads) 1836 commit_url = f"{self.endpoint}/api/{repo_type}s/{repo_id}/commit/{revision}" 1838 commit_resp = requests.post( 1839 url=commit_url, 1840 headers={"Authorization": f"Bearer {token}"}, 1841 json=commit_payload, 1842 params={"create_pr": 1} if create_pr else None, 1843 ) -> 1844 _raise_for_status(commit_resp) 1845 return commit_resp.json().get("pullRequestUrl", None) File ~/.local/lib/python3.9/site-packages/huggingface_hub/utils/_errors.py:84, in _raise_for_status(request) 76 if request.status_code == 401: 77 # The repo was not found and the user is not Authenticated 78 raise RepositoryNotFoundError( 79 f"401 Client Error: Repository Not Found for url: {request.url}. If the" 80 " repo is private, make sure you are authenticated. (Request ID:" 81 f" {request_id})" 82 ) ---> 84 _raise_with_request_id(request) File ~/.local/lib/python3.9/site-packages/huggingface_hub/utils/_errors.py:95, in _raise_with_request_id(request) 92 if request_id is not None and len(e.args) > 0 and isinstance(e.args[0], str): 93 e.args = (e.args[0] + f" (Request ID: {request_id})",) + e.args[1:] ---> 95 raise e File ~/.local/lib/python3.9/site-packages/huggingface_hub/utils/_errors.py:90, in _raise_with_request_id(request) 88 request_id = request.headers.get("X-Request-Id") 89 try: ---> 90 request.raise_for_status() 91 except Exception as e: 92 if request_id is not None and len(e.args) > 0 and isinstance(e.args[0], str): File ~/.local/lib/python3.9/site-packages/requests/models.py:1021, in Response.raise_for_status(self) 1016 http_error_msg = ( 1017 f"{self.status_code} Server Error: {reason} for url: {self.url}" 1018 ) 1020 if http_error_msg: -> 1021 raise HTTPError(http_error_msg, response=self) HTTPError: 400 Client Error: Bad Request for url: https://huggingface.co/api/datasets/ORG/DATASET/commit/main (Request ID: a_F0IQAHJdxGKVRYyu1cF) ``` ## Environment info - `datasets` version: 2.3.2 - Platform: Linux-5.13.0-1025-aws-x86_64-with-glibc2.31 - Python version: 3.9.4 - PyArrow version: 8.0.0 - Pandas version: 1.4.3
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Dataset.map gets stuck on _cast_to_python_objects
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[ "Are you able to reproduce this? My example is small enough that it should be easy to try.", "Hi! Thanks for reporting and providing a reproducible example. Indeed, by default, `datasets` performs an expensive cast on the values returned by `map` to convert them to one of the types supported by PyArrow (the underlying storage format used by `datasets`). This cast is not needed on NumPy arrays as PyArrow supports them natively, so one way to make this transform faster is to add `return_tensors=\"np\"` to the tokenizer call. \r\n\r\nI think we should mention this in the docs (cc @stevhliu)", "I tested this tokenize function and indeed noticed a casting. However it seems to only concerns the `offset_mapping` field, which contains a list of tuples, that is converted to a list of lists. Since `pyarrow` also supports tuples, we actually don't need to convert the tuples to lists. \r\n\r\nI think this can be changed here: \r\n\r\nhttps://github.com/huggingface/datasets/blob/ede72d3f9796339701ec59899c7c31d2427046fb/src/datasets/features/features.py#L382-L383\r\n\r\n```diff\r\n- if isinstance(obj, list): \r\n+ if isinstance(obj, (list, tuple)): \r\n```\r\n\r\nand here: \r\n\r\nhttps://github.com/huggingface/datasets/blob/ede72d3f9796339701ec59899c7c31d2427046fb/src/datasets/features/features.py#L386-L387\r\n\r\n```diff\r\n- return obj if isinstance(obj, list) else [], isinstance(obj, tuple)\r\n+ return obj, False\r\n```\r\n\r\n@srobertjames can you try applying these changes and let us know if it helps ? If so, feel free to open a Pull Request to contribute this improvement if you want :)", "Wow, adding `return_tensors=\"np\"` sped up my example by a **factor 17x** of and completely eliminated the casting! I'd recommend not only to document it, but to make that the default.\r\n\r\nThe code at https://github.com/huggingface/notebooks/blob/main/examples/question_answering.ipynb does not specify `return_tensors=\"np\"` but yet avoids the casting penalty. How does it do that? (The ntbk seems to do `return_overflowing_tokens=True, return_offsets_mapping=True,`).\r\n\r\nAlso, surprisingly enough, using `return_tensors=\"pt\"` (which is my eventual application) yields this error:\r\n```\r\nTypeError: Provided `function` which is applied to all elements of table returns a `dict` of types \r\n[<class 'torch.Tensor'>, <class 'torch.Tensor'>, <class 'torch.Tensor'>, <class 'torch.Tensor'>]. \r\nWhen using `batched=True`, make sure provided `function` returns a `dict` of types like \r\n`(<class 'list'>, <class 'numpy.ndarray'>)`.\r\n```", "Setting the output to `\"np\"` makes the whole pipeline fast because it moves the data buffers from rust to python to arrow using zero-copy, and also because it does eliminate the casting completely ;)\r\n\r\nHave you had a chance to try eliminating the tuple casting using the trick above ?", "@lhoestq I just benchmarked the two edits to `features.py` above, and they appear to solve the problem, bringing my original example to within 20% the speed of the output `\"np\"` example. Nice!\r\n\r\nFor a pull request, do you suggest simply following https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md ?", "Cool ! Sure feel free to follow these instructions to open a PR :) thanks !", "#take" ]
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## Describe the bug `Dataset.map`, when fed a Huggingface Tokenizer as its map func, can sometimes spend huge amounts of time doing casts. A minimal example follows. Not all usages suffer from this. For example, I profiled the preprocessor at https://github.com/huggingface/notebooks/blob/main/examples/question_answering.ipynb , and it did _not_ have this problem. However, I'm at a loss to figure out how it avoids it, as the example below is simple and minimal and still has this problem. This casting, where it occurs, causes the `Dataset.map` to run approximately 7x slower than it runs for code which does not cause this casting. This may be related to https://github.com/huggingface/datasets/issues/1046 . However, the tokenizer is _not_ set to return Tensors. ## Steps to reproduce the bug A minimal, self-contained example to reproduce is below: ```python import transformers from transformers import AutoTokenizer from datasets import load_dataset import torch import cProfile pretrained = 'distilbert-base-uncased' tokenizer = AutoTokenizer.from_pretrained(pretrained) squad = load_dataset('squad') squad_train = squad['train'] squad_tiny = squad_train.select(range(5000)) assert isinstance(tokenizer, transformers.PreTrainedTokenizerFast) def tokenize(ds): tokens = tokenizer(text=ds['question'], text_pair=ds['context'], add_special_tokens=True, padding='max_length', truncation='only_second', max_length=160, stride=32, return_overflowing_tokens=True, return_offsets_mapping=True, ) return tokens cmd = 'squad_tiny.map(tokenize, batched=True, remove_columns=squad_tiny.column_names)' cProfile.run(cmd, sort='tottime') ``` ## Actual results The code works, but takes 10-25 sec per batch (about 7x slower than non-casting code), with the following profile. Note that `_cast_to_python_objects` is the culprit. ``` 63524075 function calls (58206482 primitive calls) in 121.836 seconds Ordered by: internal time ncalls tottime percall cumtime percall filename:lineno(function) 5274034/40 68.751 0.000 111.060 2.776 features.py:262(_cast_to_python_objects) 42223832 24.077 0.000 33.310 0.000 {built-in method builtins.isinstance} 16338/20 5.121 0.000 111.053 5.553 features.py:361(<listcomp>) 5274135 4.747 0.000 4.749 0.000 {built-in method _abc._abc_instancecheck} 80/40 4.731 0.059 116.292 2.907 {pyarrow.lib.array} 5274135 4.485 0.000 9.234 0.000 abc.py:96(__instancecheck__) 2661564/2645196 2.959 0.000 4.298 0.000 features.py:1081(_check_non_null_non_empty_recursive) 5 2.786 0.557 2.786 0.557 {method 'encode_batch' of 'tokenizers.Tokenizer' objects} 2668052 0.930 0.000 0.930 0.000 {built-in method builtins.len} 5000 0.930 0.000 0.938 0.000 tokenization_utils_fast.py:187(_convert_encoding) 5 0.750 0.150 0.808 0.162 {method 'to_pydict' of 'pyarrow.lib.Table' objects} 1 0.444 0.444 121.749 121.749 arrow_dataset.py:2501(_map_single) 40 0.375 0.009 116.291 2.907 arrow_writer.py:151(__arrow_array__) 10 0.066 0.007 0.066 0.007 {method 'write_batch' of 'pyarrow.lib._CRecordBatchWriter' objects} 1 0.060 0.060 121.835 121.835 fingerprint.py:409(wrapper) 11387/5715 0.049 0.000 0.175 0.000 {built-in method builtins.getattr} 36 0.049 0.001 0.049 0.001 {pyarrow._compute.call_function} 15000 0.040 0.000 0.040 0.000 _collections_abc.py:719(__iter__) 3 0.023 0.008 0.023 0.008 {built-in method _imp.create_dynamic} 77 0.020 0.000 0.020 0.000 {built-in method builtins.dir} 37 0.019 0.001 0.019 0.001 socket.py:543(send) 15 0.017 0.001 0.017 0.001 tokenization_utils_fast.py:460(<listcomp>) 432/421 0.015 0.000 0.024 0.000 traitlets.py:1388(_notify_observers) 5000 0.015 0.000 0.018 0.000 _collections_abc.py:672(keys) 51 0.014 0.000 0.042 0.001 traitlets.py:276(getmembers) 5 0.014 0.003 3.775 0.755 tokenization_utils_fast.py:392(_batch_encode_plus) 3/1 0.014 0.005 0.035 0.035 {built-in method _imp.exec_dynamic} 5 0.012 0.002 0.950 0.190 tokenization_utils_fast.py:438(<listcomp>) 31626 0.012 0.000 0.012 0.000 {method 'append' of 'list' objects} 1532/1001 0.011 0.000 0.189 0.000 traitlets.py:643(get) 5 0.009 0.002 3.796 0.759 arrow_dataset.py:2631(apply_function_on_filtered_inputs) 51 0.009 0.000 0.062 0.001 traitlets.py:1766(traits) 5 0.008 0.002 3.784 0.757 tokenization_utils_base.py:2632(batch_encode_plus) 368 0.007 0.000 0.044 0.000 traitlets.py:1715(_get_trait_default_generator) 26 0.007 0.000 0.022 0.001 traitlets.py:1186(setup_instance) 51 0.006 0.000 0.010 0.000 traitlets.py:1781(<listcomp>) 80/32 0.006 0.000 0.052 0.002 table.py:1758(cast_array_to_feature) 684 0.006 0.000 0.007 0.000 {method 'items' of 'dict' objects} 4344/1794 0.006 0.000 0.192 0.000 traitlets.py:675(__get__) ... ``` ## Environment info I observed this on both Google colab and my local workstation: ### Google colab - `datasets` version: 2.3.2 - Platform: Linux-5.4.188+-x86_64-with-Ubuntu-18.04-bionic - Python version: 3.7.13 - PyArrow version: 6.0.1 - Pandas version: 1.3.5 ### Local - `datasets` version: 2.3.2 - Platform: Windows-7-6.1.7601-SP1 - Python version: 3.8.10 - PyArrow version: 8.0.0 - Pandas version: 1.4.3
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4,675
Unable to use dataset with PyTorch dataloader
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[ "Hi! `para_crawl` has a single column of type `Translation`, which stores translation dictionaries. These dictionaries can be stored in a NumPy array but not in a PyTorch tensor since PyTorch only supports numeric types. In `datasets`, the conversion to `torch` works as follows: \r\n1. convert PyArrow table to NumPy arrays \r\n2. convert NumPy arrays to Torch tensors. \r\n\r\nThe 2nd step is problematic for your case as `datasets` attempts to convert the array of dictionaries to a PyTorch tensor. One way to fix this is to use the [preprocessing logic](https://github.com/huggingface/transformers/blob/8581a798c0a48fca07b29ce2ca2ef55adcae8c7e/examples/pytorch/translation/run_translation.py#L440-L458) from the Transformers translation script. And on our side, I think we can replace a NumPy array of dicts with a dict of NumPy array if the feature type is `Translation`/`TranslationVariableLanguages` (one array for each language) to get the official PyTorch error message for strings in such case." ]
1,657,638,244,000
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## Describe the bug When using `.with_format("torch")`, an arrow table is returned and I am unable to use it by passing it to a PyTorch DataLoader: please see the code below. ## Steps to reproduce the bug ```python from datasets import load_dataset from torch.utils.data import DataLoader ds = load_dataset( "para_crawl", name="enfr", cache_dir="/tmp/test/", split="train", keep_in_memory=True, ) dataloader = DataLoader(ds.with_format("torch"), num_workers=32) print(next(iter(dataloader))) ``` Is there something I am doing wrong? The documentation does not say much about the behavior of `.with_format()` so I feel like I am a bit stuck here :-/ Thanks in advance for your help! ## Expected results The code should run with no error ## Actual results ``` AttributeError: 'str' object has no attribute 'dtype' ``` ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: 2.3.2 - Platform: Linux-4.18.0-348.el8.x86_64-x86_64-with-glibc2.28 - Python version: 3.10.4 - PyArrow version: 8.0.0 - Pandas version: 1.4.3
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1,301,294,844
I_kwDODunzps5NkC78
4,674
Issue loading datasets -- pyarrow.lib has no attribute
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[ "Hi @margotwagner, thanks for reporting.\r\n\r\nUnfortunately, I'm not able to reproduce your bug: in an environment with datasets-2.3.2 and pyarrow-8.0.0, I can load the datasets without any problem:\r\n```python\r\n>>> ds = load_dataset(\"glue\", \"cola\")\r\n>>> ds\r\nDatasetDict({\r\n train: Dataset({\r\n features: ['sentence', 'label', 'idx'],\r\n num_rows: 8551\r\n })\r\n validation: Dataset({\r\n features: ['sentence', 'label', 'idx'],\r\n num_rows: 1043\r\n })\r\n test: Dataset({\r\n features: ['sentence', 'label', 'idx'],\r\n num_rows: 1063\r\n })\r\n})\r\n\r\n>>> import pyarrow\r\n>>> pyarrow.__version__\r\n8.0.0\r\n>>> from pyarrow.lib import IpcReadOptions\r\n>>> IpcReadOptions\r\npyarrow.lib.IpcReadOptions\r\n```\r\n\r\nI think you may have a problem in your Python environment: maybe you have also an old version of pyarrow that has precedence when importing it.\r\n\r\nCould you please check this (just after you tried to load the dataset and got the error)?\r\n```python\r\n>>> import pyarrow\r\n>>> pyarrow.__version__\r\n``` " ]
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## Describe the bug I am trying to load sentiment analysis datasets from huggingface, but any dataset I try to use via load_dataset, I get the same error: `AttributeError: module 'pyarrow.lib' has no attribute 'IpcReadOptions'` ## Steps to reproduce the bug ```python dataset = load_dataset("glue", "cola") ``` ## Expected results Download datasets without issue. ## Actual results `AttributeError: module 'pyarrow.lib' has no attribute 'IpcReadOptions'` ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: 2.3.2 - Platform: macOS-10.15.7-x86_64-i386-64bit - Python version: 3.8.5 - PyArrow version: 8.0.0 - Pandas version: 1.1.0
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4,673
load_datasets on csv returns everything as a string
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[ "Hi @courtneysprouse, thanks for reporting.\r\n\r\nYes, you are right: by default the \"csv\" loader loads all columns as strings. \r\n\r\nYou could tweak this behavior by passing the `feature` argument to `load_dataset`, but it is also true that currently it is not possible to perform some kind of casts, due to lacking of implementation in PyArrow. For example:\r\n```python\r\nimport datasets\r\n\r\nfeatures = datasets.Features(\r\n {\r\n \"tokens\": datasets.Sequence(datasets.Value(\"string\")),\r\n \"ner_tags\": datasets.Sequence(datasets.Value(\"int32\")),\r\n }\r\n)\r\n\r\nnew_conll = datasets.load_dataset(\"csv\", data_files=\"ner_conll.csv\", features=features)\r\n```\r\ngives `ArrowNotImplementedError` error:\r\n```\r\n/usr/local/lib/python3.7/dist-packages/pyarrow/error.pxi in pyarrow.lib.check_status()\r\n\r\nArrowNotImplementedError: Unsupported cast from string to list using function cast_list\r\n```\r\n\r\nOn the other hand, if you just would like to save and afterwards load your dataset, you could use `save_to_disk` and `load_from_disk` instead. These functions preserve all data types.\r\n```python\r\n>>> orig_conll.save_to_disk(\"ner_conll\")\r\n\r\n>>> from datasets import load_from_disk\r\n\r\n>>> new_conll = load_from_disk(\"ner_conll\")\r\n>>> new_conll\r\nDatasetDict({\r\n train: Dataset({\r\n features: ['id', 'tokens', 'pos_tags', 'chunk_tags', 'ner_tags'],\r\n num_rows: 14042\r\n })\r\n validation: Dataset({\r\n features: ['id', 'tokens', 'pos_tags', 'chunk_tags', 'ner_tags'],\r\n num_rows: 3251\r\n })\r\n test: Dataset({\r\n features: ['id', 'tokens', 'pos_tags', 'chunk_tags', 'ner_tags'],\r\n num_rows: 3454\r\n })\r\n})\r\n>>> new_conll[\"train\"][0]\r\n{'chunk_tags': [11, 21, 11, 12, 21, 22, 11, 12, 0],\r\n 'id': '0',\r\n 'ner_tags': [3, 0, 7, 0, 0, 0, 7, 0, 0],\r\n 'pos_tags': [22, 42, 16, 21, 35, 37, 16, 21, 7],\r\n 'tokens': ['EU',\r\n 'rejects',\r\n 'German',\r\n 'call',\r\n 'to',\r\n 'boycott',\r\n 'British',\r\n 'lamb',\r\n '.']}\r\n>>> new_conll[\"train\"].features\r\n{'chunk_tags': Sequence(feature=ClassLabel(num_classes=23, names=['O', 'B-ADJP', 'I-ADJP', 'B-ADVP', 'I-ADVP', 'B-CONJP', 'I-CONJP', 'B-INTJ', 'I-INTJ', 'B-LST', 'I-LST', 'B-NP', 'I-NP', 'B-PP', 'I-PP', 'B-PRT', 'I-PRT', 'B-SBAR', 'I-SBAR', 'B-UCP', 'I-UCP', 'B-VP', 'I-VP'], id=None), length=-1, id=None),\r\n 'id': Value(dtype='string', id=None),\r\n 'ner_tags': Sequence(feature=ClassLabel(num_classes=9, names=['O', 'B-PER', 'I-PER', 'B-ORG', 'I-ORG', 'B-LOC', 'I-LOC', 'B-MISC', 'I-MISC'], id=None), length=-1, id=None),\r\n 'pos_tags': Sequence(feature=ClassLabel(num_classes=47, names=['\"', \"''\", '#', '$', '(', ')', ',', '.', ':', '``', 'CC', 'CD', 'DT', 'EX', 'FW', 'IN', 'JJ', 'JJR', 'JJS', 'LS', 'MD', 'NN', 'NNP', 'NNPS', 'NNS', 'NN|SYM', 'PDT', 'POS', 'PRP', 'PRP$', 'RB', 'RBR', 'RBS', 'RP', 'SYM', 'TO', 'UH', 'VB', 'VBD', 'VBG', 'VBN', 'VBP', 'VBZ', 'WDT', 'WP', 'WP$', 'WRB'], id=None), length=-1, id=None),\r\n 'tokens': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None)}\r\n```", "Hi @albertvillanova!\r\n\r\nThanks so much for your suggestions! That worked! " ]
1,657,560,624,000
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## Describe the bug If you use: `conll_dataset.to_csv("ner_conll.csv")` It will create a csv file with all of your data as expected, however when you load it with: `conll_dataset = load_dataset("csv", data_files="ner_conll.csv")` everything is read in as a string. For example if I look at everything in 'ner_tags' I get back `['[3 0 7 0 0 0 7 0 0]', '[1 2]', '[5 0]']` instead of what I originally saved which was `[[3, 0, 7, 0, 0, 0, 7, 0, 0], [1, 2], [5, 0]]` I think maybe there is something funky going on with the csv delimiter ## Steps to reproduce the bug ```python # Sample code to reproduce the bug #load original conll dataset orig_conll = load_dataset("conll2003") #save original conll as a csv orig_conll.to_csv("ner_conll.csv") #reload conll data as a csv new_conll = load_dataset("csv", data_files="ner_conll.csv")` ``` ## Expected results A clear and concise description of the expected results. I would expect the data be returned as the data type I saved it as. I.e. if I save a list of ints [[3, 0, 7, 0, 0, 0, 7, 0, 0]], I shouldnt get back a string ['[3 0 7 0 0 0 7 0 0]'] I also get back a string when I pass a list of strings ['EU', 'rejects', 'German', 'call', 'to', 'boycott', 'British', 'lamb', '.'] ## Actual results A list of strings `['[3 0 7 0 0 0 7 0 0]', '[1 2]', '[5 0]']` A string "['EU' 'rejects' 'German' 'call' 'to' 'boycott' 'British' 'lamb' '.']" ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: 1.18.3 - Platform: Linux-5.4.0-121-generic-x86_64-with-glibc2.17 - Python version: 3.8.13 - PyArrow version: 8.0.0
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4,672
Support extract 7-zip compressed data files
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[ "_The documentation is not available anymore as the PR was closed or merged._", "Cool! Can you please remove `Fix #3541` from the description as this PR doesn't add support for streaming/`iter_archive`, so it only partially addresses the issue?\r\n\r\nSide note:\r\nI think we can use `libarchive` (`libarchive-c` is a Python package with the bindings) for streaming 7z archives. The only issue with this lib is that it's tricky to install on Windows/Mac." ]
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Fix partially #3541, fix #4670.
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Dataset Viewer issue for wmt16
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[ "Thanks for reporting, @lewtun.\r\n\r\n~We can't load the dataset locally, so I think this is an issue with the loading script (not the viewer).~\r\n\r\n We are investigating...", "Recently, there was a merged PR related to this dataset:\r\n- #4554\r\n\r\nWe are looking at this...", "Indeed, the above mentioned PR fixed the loading script (it was not working before).\r\n\r\nI'm forcing the refresh of the Viewer.", "Please note that the above mentioned PR also made an enhancement in the `datasets` library, required by this loading script. This enhancement will only be available to the Viewer once we make our next release.", "OK, it's working now.\r\n\r\nhttps://huggingface.co/datasets/wmt16/viewer/ro-en/test\r\n\r\n<img width=\"1434\" alt=\"Capture d’écran 2022-09-08 à 10 15 55\" src=\"https://user-images.githubusercontent.com/1676121/189071665-17d2d149-9b22-42bf-93ac-1a966c3f637a.png\">\r\n", "Thank you @severo !!" ]
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### Link https://huggingface.co/datasets/wmt16 ### Description [Reported](https://huggingface.co/spaces/autoevaluate/model-evaluator/discussions/12#62cb83f14c7f35284e796f9c) by a user of AutoTrain Evaluate. AFAIK this dataset was working 1-2 weeks ago, and I'm not sure how to interpret this error. ``` Status code: 400 Exception: NotImplementedError Message: This is a abstract method ``` Thanks! ### Owner No
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Can't extract files from `.7z` zipfile using `download_and_extract`
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[ "Hi @bhavitvyamalik, thanks for reporting.\r\n\r\nYes, currently we do not support 7zip archive compression: I think we should.\r\n\r\nAs a workaround, you could uncompress it explicitly, like done in e.g. `samsum` dataset: \r\n\r\nhttps://github.com/huggingface/datasets/blob/fedf891a08bfc77041d575fad6c26091bc0fce52/datasets/samsum/samsum.py#L106-L110\r\n", "Related to this issue: https://github.com/huggingface/datasets/issues/3541", "Sure, let me look into and check what can be done. Will keep you guys updated here!", "Initially, I thought of solving this without any external dependency. Almost everywhere I saw `lzma` can be used for this but there is a caveat that lzma doesn’t work with 7z archives but only single files. In my case the 7z archive has multiple files so it didn't work. Is it fine to use external library here?", "Hi @bhavitvyamalik, thanks for your investigation.\r\n\r\nOn Monday, I started a PR that will eventually close this issue as well: I'm linking it to this.\r\n- #4672\r\n\r\nLet me know what you think. " ]
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CONTRIBUTOR
null
## Describe the bug I'm adding a new dataset which is a `.7z` zip file in Google drive and contains 3 json files inside. I'm able to download the data files using `download_and_extract` but after downloading it throws this error: ``` >>> dataset = load_dataset("./datasets/mantis/") Using custom data configuration default Downloading and preparing dataset mantis/default to /Users/bhavitvyamalik/.cache/huggingface/datasets/mantis/default/1.1.0/611affa804ec53e2055a335cc1b8b213bb5a0b5142d919967729d5ee23c6bab4... Downloading data: 100%|█████████████████████████████████████████████████████████| 77.2M/77.2M [00:23<00:00, 3.28MB/s] /Users/bhavitvyamalik/.cache/huggingface/datasets/downloads/fc3d70123c9de8407587a59aa426c37819cf2bf016795d33270e8a1d558a34e6 Traceback (most recent call last): File "<stdin>", line 1, in <module> File "/Users/bhavitvyamalik/Desktop/work/hf/datasets/src/datasets/load.py", line 1745, in load_dataset use_auth_token=use_auth_token, File "/Users/bhavitvyamalik/Desktop/work/hf/datasets/src/datasets/builder.py", line 595, in download_and_prepare dl_manager=dl_manager, verify_infos=verify_infos, **download_and_prepare_kwargs File "/Users/bhavitvyamalik/Desktop/work/hf/datasets/src/datasets/builder.py", line 690, in _download_and_prepare ) from None OSError: Cannot find data file. Original error: [Errno 20] Not a directory: '/Users/bhavitvyamalik/.cache/huggingface/datasets/downloads/fc3d70123c9de8407587a59aa426c37819cf2bf016795d33270e8a1d558a34e6/merged_train.json' ``` just before generating the splits. I checked `fc3d70123c9de8407587a59aa426c37819cf2bf016795d33270e8a1d558a34e6` file and it's `7z` zip file (similar to downloaded Google drive file) which means it didn't get unzip. Do I need to unzip it separately and then pass the paths for train,dev,test files in `SplitGenerator`? ## Environment info - `datasets` version: 1.18.4.dev0 - Platform: Darwin-19.6.0-x86_64-i386-64bit - Python version: 3.7.8 - PyArrow version: 5.0.0
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loading oscar-corpus/OSCAR-2201 raises an error
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[ "I had to use the appropriate token for use_auth_token. Thank you." ]
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## Describe the bug load_dataset('oscar-2201', 'af') raises an error: Traceback (most recent call last): File "/usr/lib/python3.8/code.py", line 90, in runcode exec(code, self.locals) File "<input>", line 1, in <module> File "..python3.8/site-packages/datasets/load.py", line 1656, in load_dataset builder_instance = load_dataset_builder( File ".../lib/python3.8/site-packages/datasets/load.py", line 1439, in load_dataset_builder dataset_module = dataset_module_factory( File ".../lib/python3.8/site-packages/datasets/load.py", line 1189, in dataset_module_factory raise FileNotFoundError( FileNotFoundError: Couldn't find a dataset script at .../oscar-2201/oscar-2201.py or any data file in the same directory. Couldn't find 'oscar-2201' on the Hugging Face Hub either: FileNotFoundError: Couldn't find file at https://raw.githubusercontent.com/huggingface/datasets/master/datasets/oscar-2201/oscar-2201.py I've tried other permutations such as : oscar_22 = load_dataset('oscar-2201', 'af',use_auth_token=True) oscar_22 = load_dataset('oscar-corpus/OSCAR-2201', 'af',use_auth_token=True) oscar_22 = load_dataset('oscar-2201', 'af') oscar_22 = load_dataset('oscar-corpus/OSCAR-2201') with the same unfortunate result. ## Steps to reproduce the bug oscar_22 = load_dataset('oscar-2201', 'af',use_auth_token=True) oscar_22 = load_dataset('oscar-corpus/OSCAR-2201', 'af',use_auth_token=True) oscar_22 = load_dataset('oscar-2201', 'af') oscar_22 = load_dataset('oscar-corpus/OSCAR-2201') # Sample code to reproduce the bug ``` ## Expected results loaded data ## Actual results Traceback (most recent call last): File "/usr/lib/python3.8/code.py", line 90, in runcode exec(code, self.locals) File "<input>", line 1, in <module> File "..python3.8/site-packages/datasets/load.py", line 1656, in load_dataset builder_instance = load_dataset_builder( File ".../lib/python3.8/site-packages/datasets/load.py", line 1439, in load_dataset_builder dataset_module = dataset_module_factory( File ".../lib/python3.8/site-packages/datasets/load.py", line 1189, in dataset_module_factory raise FileNotFoundError( FileNotFoundError: Couldn't find a dataset script at .../oscar-2201/oscar-2201.py or any data file in the same directory. Couldn't find 'oscar-2201' on the Hugging Face Hub either: FileNotFoundError: Couldn't find file at https://raw.githubusercontent.com/huggingface/datasets/master/datasets/oscar-2201/oscar-2201.py ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: 2.3.2 - Platform: Linux-5.13.0-37-generic-x86_64-with-glibc2.29 - Python version: 3.8.10 - PyArrow version: 8.0.0 - Pandas version: 1.4.3
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Dataset Viewer issue for hungnm/multilingual-amazon-review-sentiment-processed
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[ "It seems like a private dataset. The viewer is currently not supported on the private datasets." ]
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### Link https://huggingface.co/hungnm/multilingual-amazon-review-sentiment ### Description _No response_ ### Owner Yes
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### Link _No response_ ### Description _No response_ ### Owner _No response_
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Issues with concatenating datasets
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[ "Hi! I agree we should improve the features equality checks to account for this particular case. However, your code fails due to `answer_start` having the dtype `int64` instead of `int32` after loading from JSON (it's not possible to embed type precision info into a JSON file; `save_to_disk` does that for arrow files), which would lead to the concatenation error as PyArrow does not support this sort of type promotion. This can be fixed as follows:\r\n```python\r\ntemp = load_dataset(\"json\", data_files={\"train\": \"output.jsonl\"}, features=squad[\"train\"].features)\r\n``` ", "That makes sense. I totally missed the `int64` and `int32` part. Thanks for pointing it out! Will close this issue for now." ]
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## Describe the bug It is impossible to concatenate datasets if a feature is sequence of dict in one dataset and a dict of sequence in another. But based on the document, it should be automatically converted. > A [datasets.Sequence](https://huggingface.co/docs/datasets/v2.3.2/en/package_reference/main_classes#datasets.Sequence) with a internal dictionary feature will be automatically converted into a dictionary of lists. This behavior is implemented to have a compatilbity layer with the TensorFlow Datasets library but may be un-wanted in some cases. If you don’t want this behavior, you can use a python list instead of the [datasets.Sequence](https://huggingface.co/docs/datasets/v2.3.2/en/package_reference/main_classes#datasets.Sequence). ## Steps to reproduce the bug ```python from datasets import concatenate_datasets, load_dataset squad = load_dataset("squad_v2") squad["train"].to_json("output.jsonl", lines=True) temp = load_dataset("json", data_files={"train": "output.jsonl"}) concatenate_datasets([temp["train"], squad["train"]]) ``` ## Expected results No error executing that code ## Actual results ``` ValueError: The features can't be aligned because the key answers of features {'id': Value(dtype='string', id=None), 'title': Value(dtype='string', id=None), 'context': Value(dtype='string', id=None), 'question': Value(dtype='string', id=None), 'answers': Sequence(feature={'text': Value(dtype='string', id=None), 'answer_start': Value(dtype='int32', id=None)}, length=-1, id=None)} has unexpected type - Sequence(feature={'text': Value(dtype='string', id=None), 'answer_start': Value(dtype='int32', id=None)}, length=-1, id=None) (expected either {'text': Sequence(feature=Value(dtype='string', id=None), length=-1, id=None), 'answer_start': Sequence(feature=Value(dtype='int64', id=None), length=-1, id=None)} or Value("null"). ``` ## Environment info - `datasets` version: 2.3.2 - Platform: macOS-12.4-arm64-arm-64bit - Python version: 3.8.11 - PyArrow version: 6.0.1 - Pandas version: 1.3.5
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Unable to create dataset having Python dataset script only
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[ "Hi @aleSuglia, thanks for reporting.\r\n\r\nWe are having a look at it. \r\n\r\nWe transfer this issue to the Community tab of the corresponding Hub dataset: https://huggingface.co/datasets/Heriot-WattUniversity/dialog-babi/discussions" ]
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CONTRIBUTOR
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## Describe the bug Hi there, I'm trying to add the following dataset to Huggingface datasets: https://huggingface.co/datasets/Heriot-WattUniversity/dialog-babi/blob/ I'm trying to do so using the CLI commands but seems that this command generates the wrong `dataset_info.json` file (you can find it in the repo already): ``` datasets-cli test Heriot-WattUniversity/dialog-babi/dialog_babi.py --save_infos --all-configs ``` while it errors when I remove the python script: ``` datasets-cli test Heriot-WattUniversity/dialog-babi/ --save_infos --all-configs ``` The error message is the following: ``` FileNotFoundError: Unable to resolve any data file that matches '['**']' at /Users/as2180/workspace/Heriot-WattUniversity/dialog-babi with any supported extension ['csv', 'tsv', 'json', 'jsonl', 'parquet', 'txt', 'blp', 'bmp', 'dib', 'bufr', 'cur', 'pcx', 'dcx', 'dds', 'ps', 'eps', 'fit', 'fits', 'fli', 'flc', 'ftc', 'ftu', 'gbr', 'gif', 'grib', 'h5', 'hdf', 'png', 'apng', 'jp2', 'j2k', 'jpc', 'jpf', 'jpx', 'j2c', 'icns', 'ico', 'im', 'iim', 'tif', 'tiff', 'jfif', 'jpe', 'jpg', 'jpeg', 'mpg', 'mpeg', 'msp', 'pcd', 'pxr', 'pbm', 'pgm', 'ppm', 'pnm', 'psd', 'bw', 'rgb', 'rgba', 'sgi', 'ras', 'tga', 'icb', 'vda', 'vst', 'webp', 'wmf', 'emf', 'xbm', 'xpm', 'zip'] ``` ## Environment info - `datasets` version: 2.3.2 - Platform: macOS-12.4-arm64-arm-64bit - Python version: 3.9.9 - PyArrow version: 8.0.0 - Pandas version: 1.4.3
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Add stanford dog dataset
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[ "_The documentation is not available anymore as the PR was closed or merged._", "Hi @khushmeeet, thanks for your contribution.\r\n\r\nBut wouldn't it be better to add this dataset to the Hub? \r\n- https://huggingface.co/docs/datasets/share\r\n- https://huggingface.co/docs/datasets/dataset_script", "Hi @albertvillanova \r\n\r\nDataset is added to Hub - https://huggingface.co/datasets/dgrnd4/stanford_dog_dataset", "Great, so I guess we can close this issue, as the dataset is already available on the Hub.", "OK I read the discussion on:\r\n- #4504\r\n\r\nCurrently, priority is adding datasets to the Hub, not here on GitHub.\r\n\r\nIf you would like to contribute the loading script and all the metadata you generated (README + JSON files), you could:\r\n- Either make a PR to the existing dataset on the Hub\r\n- Create a new dataset on the Hub:\r\n - Either under your personal namespace\r\n - or even more professionally, under the namespace `stanfordSVL` (Stanford Vision and Learning Lab: https://svl.stanford.edu/)\r\n\r\nYou can use the Community tab to ping us if you need help or have any questions." ]
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This PR is for adding dataset, related to issue #4504. We are adding Stanford dog breed dataset. It is a multi class image classification dataset. Details can be found here - http://vision.stanford.edu/aditya86/ImageNetDogs/ Tests on dummy data is failing currently, which I am looking into.
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Add text decorators
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This PR adds some decoration to text about different modalities to make it more obvious separate guides exist for audio, vision, and text. The goal is to make it easier for users to discover these guides! ![underline](https://user-images.githubusercontent.com/59462357/178044392-9596693e-9a4a-479a-a282-f1edbd90be1a.png) TODO: - [x] Open PR to support new Tailwind classes
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Fix: conll2003 - fix empty example
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As reported in https://huggingface.co/datasets/conll2003/discussions/2#62c45a14f93fc97e8260532f, there was an extra empty example at the end of the dataset
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Concurrency bug when using same cache among several jobs
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[ "I can confirm that if I run one job first that processes the dataset, then I can run any jobs in parallel with no problem (no write-concurrency anymore...). ", "Hi! That's weird. It seems like the error points to the `mkstemp` function, but the official docs state the following:\r\n```\r\nThere are no race conditions in the file’s creation, assuming that the platform properly implements the [os.O_EXCL](https://docs.python.org/3/library/os.html#os.O_EXCL) flag for [os.open()](https://docs.python.org/3/library/os.html#os.open)\r\n```\r\nSo this could mean your platform doesn't support that flag.\r\n\r\n~~Can you please check if wrapping the temp file creation (the line `tmp_file = tempfile.NamedTemporaryFile(\"wb\", dir=os.path.dirname(cache_file_name), delete=False)` in `_map_single`) with the `multiprocess.Lock` fixes the issue?~~\r\nPerhaps wrapping the temp file creation in `_map_single` with `filelock` could work:\r\n```python\r\nwith FileLock(lock_path):\r\n tmp_file = tempfile.NamedTemporaryFile(\"wb\", dir=os.path.dirname(cache_file_name), delete=False)\r\n```\r\nCan you please check if that helps?" ]
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## Describe the bug I used to see this bug with an older version of the datasets. It seems to persist. This is my concrete scenario: I launch several evaluation jobs on a cluster in which I share the file system and I share the cache directory used by huggingface libraries. The evaluation jobs read the same *.csv files. If my jobs get all scheduled pretty much at the same time, there are all kinds of weird concurrency errors. Sometime it crashes silently. This time I got lucky that it crashed with a stack trace that I can share and maybe you get to the bottom of this. If you don't have a similar setup available, it may be hard to reproduce as you really need two jobs accessing the same file at the same time to see this type of bug. ## Steps to reproduce the bug I'm running a modified version of `run_glue.py` script adapted to my use case. I've seen the same problem when running some glue datasets as well (so it's not specific to loading the datasets from csv files). ## Expected results No crash, concurrent access to the (intermediate) files just fine. ## Actual results Crashes due to races/concurrency bugs. ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: 2.3.2 - Platform: Linux-4.18.0-348.23.1.el8_5.x86_64-x86_64-with-glibc2.10 - Python version: 3.8.5 - PyArrow version: 8.0.0 - Pandas version: 1.1.0 Stack trace that I just got with the crash (I've obfuscated some names, it should still be quite informative): ``` Running tokenizer on dataset: 0%| | 0/3 [00:00<?, ?ba/s] Traceback (most recent call last): File "../../src/models//run_*******.py", line 600, in <module> main() File "../../src/models//run_*******.py", line 444, in main raw_datasets = raw_datasets.map( File "/*******//envs/tr-crt/lib/python3.8/site-packages/datasets/dataset_dict.py", line 770, in map { File "/*******//envs/tr-crt/lib/python3.8/site-packages/datasets/dataset_dict.py", line 771, in <dictcomp> k: dataset.map( File "/*******//envs/tr-crt/lib/python3.8/site-packages/datasets/arrow_dataset.py", line 2376, in map return self._map_single( File "/*******/envs/tr-crt/lib/python3.8/site-packages/datasets/arrow_dataset.py", line 551, in wrapper out: Union["Dataset", "DatasetDict"] = func(self, *args, **kwargs) File "/*******//envs/tr-crt/lib/python3.8/site-packages/datasets/arrow_dataset.py", line 518, in wrapper out: Union["Dataset", "DatasetDict"] = func(self, *args, **kwargs) File "/*******/envs/tr-crt/lib/python3.8/site-packages/datasets/fingerprint.py", line 458, in wrapper out = func(self, *args, **kwargs) File "/*******//envs/tr-crt/lib/python3.8/site-packages/datasets/arrow_dataset.py", line 2776, in _map_single buf_writer, writer, tmp_file = init_buffer_and_writer() File "/*******//envs/tr-crt/lib/python3.8/site-packages/datasets/arrow_dataset.py", line 2696, in init_buffer_and_writer tmp_file = tempfile.NamedTemporaryFile("wb", dir=os.path.dirname(cache_file_name), delete=False) File "/*******//envs/tr-crt/lib/python3.8/tempfile.py", line 541, in NamedTemporaryFile (fd, name) = _mkstemp_inner(dir, prefix, suffix, flags, output_type) File "/*******//envs/tr-crt/lib/python3.8/tempfile.py", line 250, in _mkstemp_inner fd = _os.open(file, flags, 0o600) FileNotFoundError: [Errno 2] No such file or directory: '/*******/cache-transformers//transformers/csv/default-ef9cd184210742a7/0.0.0/51cce309a08df9c4d82ffd9363bbe090bf173197fc01a71b034e8594995a1a58/tmps8l6j5yc' ``` As I ran 100s of experiments last year for an empirical paper, I ran into this type of bugs several times. I found several bandaid/work-arounds, e.g., run one job first that caches the dataset => eliminate concurrency; OR use unique caches => eliminate concurrency (but increase storage space), etc. and it all works fine. I'd like to help you fixing this bug as it's really annoying to always apply the work arounds. Let me know what other info from my side could help you figure out the issue. Thanks for your help!
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Fix _resolve_single_pattern_locally on Windows with multiple drives
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[ "_The documentation is not available anymore as the PR was closed or merged._", "Good catch ! Sorry I forgot (again) about windows paths when writing this x)" ]
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Currently, when `_resolve_single_pattern_locally` is called from a different drive than the one in `pattern`, it raises an exception: ``` _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ C:\hostedtoolcache\windows\Python\3.6.8\x64\lib\site-packages\datasets\io\parquet.py:35: in __init__ **kwargs, C:\hostedtoolcache\windows\Python\3.6.8\x64\lib\site-packages\datasets\builder.py:287: in __init__ sanitize_patterns(data_files), base_path=base_path, use_auth_token=use_auth_token C:\hostedtoolcache\windows\Python\3.6.8\x64\lib\site-packages\datasets\data_files.py:761: in from_local_or_remote if not isinstance(patterns_for_key, DataFilesList) C:\hostedtoolcache\windows\Python\3.6.8\x64\lib\site-packages\datasets\data_files.py:723: in from_local_or_remote data_files = resolve_patterns_locally_or_by_urls(base_path, patterns, allowed_extensions) C:\hostedtoolcache\windows\Python\3.6.8\x64\lib\site-packages\datasets\data_files.py:321: in resolve_patterns_locally_or_by_urls for path in _resolve_single_pattern_locally(base_path, pattern, allowed_extensions): C:\hostedtoolcache\windows\Python\3.6.8\x64\lib\site-packages\datasets\data_files.py:239: in _resolve_single_pattern_locally for filepath in glob_iter C:\hostedtoolcache\windows\Python\3.6.8\x64\lib\site-packages\datasets\data_files.py:242: in <listcomp> os.path.relpath(filepath, base_path), os.path.relpath(pattern, base_path) _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ path = 'C:\\Users\\runneradmin\\AppData\\Local\\Temp\\pytest-of-runneradmin\\pytest-0\\popen-gw0\\data6\\dataset.parquet' start = '/' ... E ValueError: path is on mount 'C:', start on mount 'D:' ``` This PR makes sure that `base_path` is in the same drive as `pattern`.
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Transfer CI to GitHub Actions
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[ "_The documentation is not available anymore as the PR was closed or merged._", "Thanks a lot @albertvillanova ! I hope we're finally done with flakiness on windows ^^\r\n\r\nAlso thanks for paying extra attention to billing and avoiding running unnecessary jobs. Though for certain aspects (see my comments), I think it's worth having the extra jobs to make our life easier", "~@lhoestq I think you forgot to add your comments?~\r\n\r\nI had missed it among all the other comments...", "@lhoestq, I'm specially enthusiastic with the fail-fast policy: it was in my TODO list for a long time. I really think it will have a positive impact (I would love to know the spent time saving it will enable, besides the carbon footprint reduction). :wink: \r\n\r\nSo yes, as you said above, let's give it a try at least. If we encounter any inconvenience, we can easily disable it.\r\n\r\nQuestion: I guess I have to disable CircleCI CI before merging this PR?\r\n\r\n" ]
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This PR transfers CI from CircleCI to GitHub Actions. The implementation in GitHub Actions tries to be as faithful as possible to the implementation in CircleCI and get the same output results (exceptions below). **IMPORTANT NOTE**: The fast-fail policy (described below) is not finally implemented, so that: - we can continue merging PRs with CI in red because of some random error returned by the Hub - it is not annoying for maintainers to have to relaunch failed CI jobs See comments here: https://github.com/huggingface/datasets/pull/4659#discussion_r918802348 Differences in the implementation in GitHub Actions compared to the CircleCI one: - This PR introduces some *fail-fast* mechanisms to significantly reduce the total time CI is running, both because of environmental impact and because CI in GitHub Actions billing depends on the minutes per month running time (see [About billing for GitHub Actions](https://docs.github.com/en/billing/managing-billing-for-github-actions/about-billing-for-github-actions)): - All tests *depend* on `check_code_quality` job: only if `check_code_quality` passes, then the other test jobs are launched - The tests are implemented with a matrix strategy (cross-product: OS and PyArrow versions) and fail-fast: if any of the 4 processes fails, the others are cancelled - OS dependencies for Linux (see table below) | OS dependencies | Passed tests | Skipped tests | | --- | ---: | ---: | | libsndfile1-dev | 4786 | 3119 | | libsndfile1 | 4786 | 3119 | | libsndfile1, sox | 4788 | 3117 | - This PR replaces `libsndfile1-dev` with `libsndfile1`: the same number of passing tests but less packages installed - This PR adds `sox`: required by MP3 tests (2 more tests are passed: 4788 instead of 4786) - For tests using PyArrow 6, this PR uses 6.0.1 instead of 6.0.0 TO DO: - [ ] Remove old CircleCI CI: kept for the moment to compare stability and performance Close #4658. ## Comparison between CircleCI and GitHub Actions | | | CircleCI | GitHub Actions | | --- | --- | ---: | ---: | | Ubuntu, pyarrow-latest |||| || Passed tests | 4786 | 4788 | || Duration | 11m 0s | 10m 10s | | Windows, pyarrow-latest |||| || Passed tests | 4783 | 4783 | || Duration | 29m 59s | 22m 56s |
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Transfer CI tests to GitHub Actions
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Let's try CI tests using GitHub Actions to see if they are more stable than on CircleCI.
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Add SQuAD2.0 Dataset
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[ "Hey, It's already present [here](https://huggingface.co/datasets/squad_v2) ", "Hi! This dataset is indeed already available on the Hub. Closing." ]
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## Adding a Dataset - **Name:** *SQuAD2.0* - **Description:** *Stanford Question Answering Dataset (SQuAD) is a reading comprehension dataset, consisting of questions posed by crowdworkers on a set of Wikipedia articles, where the answer to every question is a segment of text, or span, from the corresponding reading passage, or the question might be unanswerable.* - **Paper:** *https://aclanthology.org/P18-2124.pdf* - **Data:** *https://rajpurkar.github.io/SQuAD-explorer/* - **Motivation:** *Dataset for training and evaluating models of conversational response*
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Add Amazon-QA Dataset
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[ "uploaded dataset [here](https://huggingface.co/datasets/embedding-data/Amazon-QA)." ]
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## Adding a Dataset - **Name:** *Amazon-QA* - **Description:** *The dataset is .jsonl format, where each line in the file is a json string that corresponds to a question, existing answers to the question and the extracted review snippets (relevant to the question).* - **Paper:** *https://github.com/amazonqa/amazonqa/tree/master/paper* - **Data:** *https://huggingface.co/datasets/sentence-transformers/embedding-training-data/resolve/main/amazon-qa.jsonl.gz* - **Motivation:** *Dataset for training and evaluating models of conversational response*
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Simple Wikipedia
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[ "uploaded dataset [here](https://huggingface.co/datasets/embedding-data/simple-wiki)." ]
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## Adding a Dataset - **Name:** *Simple Wikipedia* - **Description:** *Two different versions of the data set now exist. Both were generated by aligning Simple English Wikipedia and English Wikipedia. A complete description of the extraction process can be found in "Simple English Wikipedia: A New Simplification Task", William Coster and David Kauchak (2011).* - **Paper:** *https://aclanthology.org/P11-2117/* - **Data:** *https://huggingface.co/datasets/sentence-transformers/embedding-training-data/resolve/main/SimpleWiki.jsonl.gz* - **Motivation:** *Dataset for training and evaluating models of conversational response*
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Add Quora Question Triplets Dataset
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[ "uploaded dataset [here](https://huggingface.co/datasets/embedding-data/QQP_triplets)." ]
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## Adding a Dataset - **Name:** *Quora Question Triplets* - **Description:** *This dataset consists of over 400,000 lines of potential question duplicate pairs. Each line contains IDs for each question in the pair, the full text for each question, and a binary value that indicates whether the line truly contains a duplicate pair.* - **Paper:** - **Data:** *https://huggingface.co/datasets/sentence-transformers/embedding-training-data/resolve/main/quora_duplicates_triplets.jsonl.gz* - **Motivation:** *Dataset for training and evaluating models of conversational response*
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Add Altlex dataset
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[ "uploaded dataset [here](https://huggingface.co/datasets/embedding-data/altlex)." ]
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## Adding a Dataset - **Name:** *Altlex* - **Description:** *Git repository for software associated with the 2016 ACL paper "Identifying Causal Relations Using Parallel Wikipedia Articles.”* - **Paper:** *https://aclanthology.org/P16-1135.pdf* - **Data:** *https://huggingface.co/datasets/sentence-transformers/embedding-training-data/resolve/main/altlex.jsonl.gz* - **Motivation:** *Dataset for training and evaluating models of conversational response*
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Add Sentence Compression Dataset
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[ "uploaded dataset [here](https://huggingface.co/datasets/embedding-data/sentence-compression)." ]
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## Adding a Dataset - **Name:** *Sentence Compression* - **Description:** *Large corpus of uncompressed and compressed sentences from news articles.* - **Paper:** *https://www.aclweb.org/anthology/D13-1155/* - **Data:** *https://github.com/google-research-datasets/sentence-compression/tree/master/data* - **Motivation:** *Dataset for training and evaluating models of conversational response*
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Add Flickr 30k Dataset
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[ "uploaded dataset [here](https://huggingface.co/datasets/embedding-data/flickr30k-captions)." ]
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## Adding a Dataset - **Name:** *Flickr 30k* - **Description:** *To produce the denotation graph, we have created an image caption corpus consisting of 158,915 crowd-sourced captions describing 31,783 images. This is an extension of our previous Flickr 8k Dataset. The new images and captions focus on people involved in everyday activities and events.* - **Paper:** *https://transacl.org/ojs/index.php/tacl/article/view/229/33* - **Data:** *https://huggingface.co/datasets/sentence-transformers/embedding-training-data/resolve/main/flickr30k_captions.jsonl.gz* - **Motivation:** *Dataset for training and evaluating models of conversational response*
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Add SPECTER dataset
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[ "uploaded dataset [here](https://huggingface.co/datasets/embedding-data/SPECTER)" ]
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## Adding a Dataset - **Name:** *SPECTER* - **Description:** *SPECTER: Document-level Representation Learning using Citation-informed Transformers* - **Paper:** *https://doi.org/10.18653/v1/2020.acl-main.207* - **Data:** *https://huggingface.co/datasets/sentence-transformers/embedding-training-data/resolve/main/specter_train_triples.jsonl.gz* - **Motivation:** *Dataset for training and evaluating models of conversational response*
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Add PAQ dataset
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[ "uploaded dataset [here](https://huggingface.co/datasets/embedding-data/PAQ_pairs)" ]
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## Adding a Dataset - **Name:** *PAQ* - **Description:** *This repository contains code and models to support the research paper PAQ: 65 Million Probably-Asked Questions and What You Can Do With Them* - **Paper:** *https://arxiv.org/abs/2102.07033* - **Data:** *https://huggingface.co/datasets/sentence-transformers/embedding-training-data/resolve/main/PAQ_pairs.jsonl.gz* - **Motivation:** *Dataset for training and evaluating models of conversational response*
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4,648
Add WikiAnswers dataset
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[ "uploaded dataset [here](https://huggingface.co/datasets/embedding-data/WikiAnswers)" ]
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## Adding a Dataset - **Name:** *WikiAnswers* - **Description:** *The WikiAnswers corpus contains clusters of questions tagged by WikiAnswers users as paraphrases. Each cluster optionally contains an answer provided by WikiAnswers users.* - **Paper:** *https://dl.acm.org/doi/10.1145/2623330.2623677* - **Data:** *https://github.com/afader/oqa#wikianswers-corpus* - **Motivation:** *Dataset for training and evaluating models of conversational response*
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Add Reddit dataset
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## Adding a Dataset - **Name:** *Reddit comments (2015-2018)* - **Description:** *Reddit is an American social news aggregation website, where users can post links, and take part in discussions on these posts. These threaded discussions provide a large corpus, which is converted into a conversational dataset using the tools in this directory.* - **Paper:** *https://arxiv.org/abs/1904.06472* - **Data:** *https://github.com/PolyAI-LDN/conversational-datasets/tree/master/reddit* - **Motivation:** *Dataset for training and evaluating models of conversational response*
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4,645
Set HF_SCRIPTS_VERSION to main
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[ "_The documentation is not available anymore as the PR was closed or merged._" ]
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After renaming "master" to "main", the CI fails with ``` AssertionError: 'https://raw.githubusercontent.com/huggingface/datasets/main/datasets/_dummy/_dummy.py' not found in "Couldn't find a dataset script at /home/circleci/datasets/_dummy/_dummy.py or any data file in the same directory. Couldn't find '_dummy' on the Hugging Face Hub either: FileNotFoundError: Couldn't find file at https://raw.githubusercontent.com/huggingface/datasets/master/datasets/_dummy/_dummy.py" ``` This is because in the CI we were still using `HF_SCRIPTS_VERSION=master`. I changed it to "main"
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4,644
[Minor fix] Typo correction
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[ "_The documentation is not available anymore as the PR was closed or merged._" ]
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CONTRIBUTOR
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recieve -> receive
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PR_kwDODunzps468Cqk
4,643
Rename master to main
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[ "_The documentation is not available anymore as the PR was closed or merged._", "All the mentions I found on google were simple URLs that will be redirected, so it's fine. I also checked the spaces and we should be good:\r\n- dalle-mini used to install the master branch but [it's no longer the case](https://huggingface.co/spaces/flax-community/dalle-mini/commit/b78c972afd5c2d2bed087be6479fe5c9c6cfa741)\r\n- same for [logo generator](https://huggingface.co/spaces/tom-doerr/logo_generator/commit/a9ea330e518870d0ca8f65abb56f71d86750d8e4)\r\n- I opened a PR to fix [vision-datasets-viewer](https://huggingface.co/spaces/nateraw/vision-datasets-viewer/discussions/1)\r\n", "Ok let's rename the branch, and then we can merge this PR" ]
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This PR renames mentions of "master" by "main" in the code base for several cases: - set the default dataset script version to "main" if the local installation of `datasets` is a dev installation - update URLs to this github repository to use "main" - update the DVC benchmark - update the github workflows - update docstrings - update tests to compare the changes in dataset cards against "main"
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I_kwDODunzps5NO4vz
4,642
Streaming issue for ccdv/pubmed-summarization
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[ "Thanks for reporting @lewtun.\r\n\r\nI confirm there is an issue with streaming: it does not stream locally. ", "Oh, after investigation, the source of the issue is in the Hub dataset loading script.\r\n\r\nI'm opening a PR on the Hub dataset.", "I've opened a PR on their Hub dataset to support streaming: https://huggingface.co/datasets/ccdv/pubmed-summarization/discussions/2" ]
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MEMBER
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### Link https://huggingface.co/datasets/ccdv/pubmed-summarization ### Description This was reported by a [user of AutoTrain Evaluate](https://huggingface.co/spaces/autoevaluate/model-evaluator/discussions/7). It seems like streaming doesn't work due to the way the dataset loading script is defined? ``` Status code: 400 Exception: FileNotFoundError Message: https://huggingface.co/datasets/ccdv/pubmed-summarization/resolve/main/train.zip/train.txt ``` ### Owner No
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4,641
Dataset Viewer issue for kmfoda/booksum
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[ "Thanks for reporting, @lewtun.\r\n\r\nIt works locally in streaming mode:\r\n```\r\n{'bid': 27681,\r\n 'is_aggregate': True,\r\n 'source': 'cliffnotes',\r\n 'chapter_path': 'all_chapterized_books/27681-chapters/chapters_1_to_2.txt',\r\n 'summary_path': 'finished_summaries/cliffnotes/The Last of the Mohicans/section_1_part_0.txt',\r\n 'book_id': 'The Last of the Mohicans.chapters 1-2',\r\n 'summary_id': 'chapters 1-2',\r\n 'content': None,\r\n 'summary': '{\"name\": \"Chapters 1-2\", \"url\": \"https://web.archive.org/web/20201101053205/https://www.cliffsnotes.com/literature/l/the-last-of-the-mohicans/summary-and-analysis/chapters-12\", \"summary\": \"Before any characters appear, the time and geography are made clear. Though it is the last war that England and France waged for a country that neither would retain, the wilderness between the forces still has to be...\r\n```\r\n\r\nI'm forcing the refresh of the preview. ", "The preview appears as expected once the refresh forced.", "Thank you @albertvillanova 🤗 !" ]
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### Link https://huggingface.co/datasets/kmfoda/booksum ### Description A [user of AutoTrain Evaluate](https://huggingface.co/spaces/autoevaluate/model-evaluator/discussions/9) discovered this dataset cannot be streamed due to: ``` Status code: 400 Exception: ClientResponseError Message: 401, message='Unauthorized', url=URL('https://huggingface.co/datasets/kmfoda/booksum/resolve/47953f583d6967f086cb16a2f4d2346e9834024d/test.csv') ``` I'm not sure why it says "Unauthorized" since it's just a bunch of CSV files in a repo ### Owner No
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4,640
Support all split in streaming mode
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_4640). All of your documentation changes will be reflected on that endpoint." ]
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Fix #4637.
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Add HaGRID -- HAnd Gesture Recognition Image Dataset
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## Adding a Dataset - **Name:** HaGRID -- HAnd Gesture Recognition Image Dataset - **Description:** We introduce a large image dataset HaGRID (HAnd Gesture Recognition Image Dataset) for hand gesture recognition (HGR) systems. You can use it for image classification or image detection tasks. Proposed dataset allows to build HGR systems, which can be used in video conferencing services (Zoom, Skype, Discord, Jazz etc.), home automation systems, the automotive sector, etc. - **Paper:** https://arxiv.org/abs/2206.08219 - **Data:** https://github.com/hukenovs/hagrid Instructions to add a new dataset can be found [here](https://github.com/huggingface/datasets/blob/master/ADD_NEW_DATASET.md).
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The speechocean762 dataset
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[ "CircleCL reported two errors, but I didn't find the reason. The error message:\r\n```\r\n_________________ ERROR collecting tests/test_dataset_cards.py _________________\r\ntests/test_dataset_cards.py:53: in <module>\r\n @pytest.mark.parametrize(\"dataset_name\", get_changed_datasets(repo_path))\r\ntests/test_dataset_cards.py:35: in get_changed_datasets\r\n diff_output = check_output([\"git\", \"diff\", \"--name-only\", \"origin/master...HEAD\"], cwd=repo_path)\r\n../.pyenv/versions/3.6.15/lib/python3.6/subprocess.py:356: in check_output\r\n **kwargs).stdout\r\n../.pyenv/versions/3.6.15/lib/python3.6/subprocess.py:438: in run\r\n output=stdout, stderr=stderr)\r\nE subprocess.CalledProcessError: Command '['git', 'diff', '--name-only', 'origin/master...HEAD']' returned non-zero exit status 128.\r\n\r\n=========================== short test summary info ============================\r\nERROR tests/test_dataset_cards.py - subprocess.CalledProcessError: Command '[...\r\nERROR tests/test_dataset_cards.py - subprocess.CalledProcessError: Command '[...\r\n= 4011 passed, 2357 skipped, 2 xfailed, 1 xpassed, 116 warnings, 2 errors in 284.32s (0:04:44) =\r\n\r\nExited with code exit status 1\r\n```\r\nI'm not sure if it was caused by this PR ...\r\n\r\nI ran `tests/test_dataset_cards.py` in my local environment, and it passed:\r\n```\r\n(venv)$ pytest tests/test_dataset_cards.py\r\n============================== test session starts ==============================\r\nplatform linux -- Python 3.8.10, pytest-7.1.2, pluggy-1.0.0\r\nrootdir: /home/zhangjunbo/src/datasets\r\nplugins: forked-1.4.0, datadir-1.3.1, xdist-2.5.0\r\ncollected 1531 items\r\n\r\ntests/test_dataset_cards.py ..... [100%]\r\n======================= 766 passed, 765 skipped in 2.55s ========================\r\n```\r\n", "@sanchit-gandhi could you also maybe take a quick look? :-)" ]
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[speechocean762](https://www.openslr.org/101/) is a non-native English corpus for pronunciation scoring tasks. It is free for both commercial and non-commercial use. I believe it will be easier to use if it could be available on Hugging Face.
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The "all" split breaks streaming
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[ "Thanks for reporting @cakiki.\r\n\r\nYes, this is a bug. We are investigating it.", "@albertvillanova Nice! Let me know if it's something I can fix my self; would love to contribtue!", "@cakiki I was working on this but if you would like to contribute, go ahead. I will close my PR. ;)\r\n\r\nFor the moment I just pushed the test (to see if it impacts other tests).", "It impacted the test `test_generator_based_download_and_prepare` and I have fixed this.\r\n\r\nSo that you can copy the test I implemented in my PR and then implement a fix for this issue that passes the test `tests/test_builder.py::test_builder_as_streaming_dataset`.", "Hi @cakiki are you still interested in working on this? Are you planning to open a PR?", "Hi @albertvillanova ! Sorry it took so long; I wanted to spend this weekend working on it." ]
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CONTRIBUTOR
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## Describe the bug Not sure if this is a bug or just the way streaming works, but setting `streaming=True` did not work when setting `split="all"` ## Steps to reproduce the bug The following works: ```python ds = load_dataset('super_glue', 'wsc.fixed', split='all') ``` The following throws `ValueError: Bad split: all. Available splits: ['train', 'validation', 'test']`: ```python ds = load_dataset('super_glue', 'wsc.fixed', split='all', streaming=True) ``` ## Expected results An iterator over all splits. ## Actual results I had to do the following to achieve the desired result: ```python from itertools import chain ds = load_dataset('super_glue', 'wsc.fixed', streaming=True) it = chain.from_iterable(ds.values()) ``` ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: 2.3.2 - Platform: Linux-4.15.0-176-generic-x86_64-with-glibc2.31 - Python version: 3.10.5 - PyArrow version: 8.0.0 - Pandas version: 1.4.3
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Add info in docs about behavior of download_config.num_proc
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**Is your feature request related to a problem? Please describe.** I went to override `download_config.num_proc` and was confused about what was happening under the hood. It would be nice to have the behavior documented a bit better so folks know what's happening when they use it. **Describe the solution you'd like** - Add note about how the default number of workers is 16. Related code: https://github.com/huggingface/datasets/blob/7bcac0a6a0fc367cc068f184fa132b8de8dfa11d/src/datasets/download/download_manager.py#L299-L302 - Add note that if the number of workers is higher than the number of files to download, it won't use multiprocessing. **Describe alternatives you've considered** maybe it would also be nice to set `num_proc` = `num_files` when `num_proc` > `num_files`. **Additional context** ...
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Dataset Viewer issue for vadis/sv-ident
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[ "Thanks for reporting, @e-tornike \r\n\r\nSome context:\r\n- #4527 \r\n\r\nThe dataset loads locally in streaming mode:\r\n```python\r\nIn [2]: from datasets import load_dataset; ds = load_dataset(\"vadis/sv-ident\", split=\"validation\", streaming=True); item = next(iter(ds)); item\r\nUsing custom data configuration default\r\nOut[2]: \r\n{'sentence': 'Im Falle von Umweltbelastungen kann selten eindeutig entschieden werden, ob Unbedenklichkeitswerte bereits erreicht oder überschritten sind, die die menschliche Gesundheit oder andere Wohlfahrts»güter« beeinträchtigen.',\r\n 'is_variable': 0,\r\n 'variable': [],\r\n 'research_data': [],\r\n 'doc_id': '51971',\r\n 'uuid': 'ee3d7f88-1a3e-4a59-997f-e986b544a604',\r\n 'lang': 'de'}\r\n```", "~~I have forced the refresh of the split in the preview without success.~~\r\n\r\nI have forced the refresh of the split in the preview, and now it works.", "Preview seems to work now. \r\n\r\nhttps://huggingface.co/datasets/vadis/sv-ident/viewer/default/validation", "OK, thank you @e-tornike.\r\n\r\nApparently, after forcing the refresh, we just had to wait a little until it is effectively refreshed. ", "I'm closing this issue as it was solved after forcing the refresh of the split in the preview.", "Thanks a lot! :)" ]
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### Link https://huggingface.co/datasets/vadis/sv-ident/viewer/default/validation ### Description Error message when loading validation split in the viewer: ``` Status code: 400 Exception: Status400Error Message: The split cache is empty. ``` ### Owner _No response_
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Can't load the Hausa audio dataset
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[ "Could you provide the error details. It is difficult to debug otherwise. Also try other config. `ha` is not a valid." ]
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common_voice_train = load_dataset("common_voice", "ha", split="train+validation")
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[data_files] Only match separated split names
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[ "_The documentation is not available anymore as the PR was closed or merged._", "I ran a script to find affected datasets (just did it on non-private non-gated). Adding \"testing\" and \"evaluation\" fixes all of of them except one:\r\n- projecte-aina/cat_manynames:\thuman_annotated_testset.tsv\r\n\r\nLet me open a PR on their repository to fix it\r\nEDIT: pr [here](https://huggingface.co/datasets/projecte-aina/cat_manynames/discussions/2)", "Feel free to merge @albertvillanova if it's all good to you :)", "Thanks for the feedback @albertvillanova I took your comments into account :)\r\n- added numbers as supported delimiters\r\n- used list comprehension to create the patterns list\r\n- updated the docs and the tests according to your comments\r\n\r\nLet me know what you think !", "I ended up removing the patching and the context manager :) merging" ]
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As reported in https://github.com/huggingface/datasets/issues/4477, the current pattern matching to infer which file goes into which split is too permissive. For example a file "contest.py" would be considered part of a test split (it contains "test") and "seqeval.py" as well (it contains "eval"). In this PR I made the pattern matching more robust by only matching split names **between separators**. The supported separators are dots, dashes, spaces and underscores. I updated the docs accordingly. One detail about the tests: I had to update one test because it was using `PurePath.match` as a reference for globbing, but it doesn't support the `[..]` glob pattern. Therefore I added a `mock_fs` context manager that can be used to easily define a dummy filesystem with certain files in it and run pattern matching tests. Its code comes mostly from test_streaming_download_manager.py Close https://github.com/huggingface/datasets/issues/4477
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4,632
'sort' method sorts one column only
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[ "Hi ! `ds.sort()` does sort the full dataset, not just one column:\r\n```python\r\nfrom datasets import *\r\n\r\nds = Dataset.from_dict({\"foo\": [3, 2, 1], \"bar\": [\"c\", \"b\", \"a\"]})\r\nprint(d.sort(\"foo\").to_pandas()\r\n# foo bar\r\n# 0 1 a\r\n# 1 2 b\r\n# 2 3 c\r\n```\r\n\r\nWhat made you think it was not the case ? Did you experience a situation where it was only sorting one column ?", "Hi! thank you for your quick reply!\r\nI wanted to sort the `cnn_dailymail` dataset by the length of the labels (num of characters). I added a new column to the dataset (`ds.add_column`) with the lengths and then sorted by this new column. Only the new length column was sorted, the reset left in their original order. ", "That's unexpected, can you share the code you used to get this ?" ]
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The 'sort' method changes the order of one column only (the one defined by the argument 'column'), thus creating a mismatch between a sample fields. I would expect it to change the order of the samples as a whole, based on the 'column' order.
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PR_kwDODunzps460Vy0
4,631
Update WinoBias README
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CONTRIBUTOR
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I'm adding some information about Winobias that I got from the paper :smile: I think this makes it a bit clearer!
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fix(dataset_wrappers): Fixes access to fsspec.asyn in torch_iterable_dataset.py.
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Fix #4612. Apparently, newest `fsspec` versions do not allow access to attribute-based modules if they are not imported, such as `fsspec.async`. Thus, @mariosasko suggested to add the missing part to the module import to allow for its access.
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Rename repo default branch to main
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Rename repository default branch to `main` (instead of current `master`). Once renamed, users will have to manually update their local repos: - [ ] Upstream: ``` git branch -m master main git fetch upstream main git branch -u upstream/main main git remote set-head upstream -a ``` - [ ] Origin: Rename fork default branch as well at: https://github.com/USERNAME/lam/settings/branches Then: ``` git fetch origin main git remote set-head origin -a ``` CC: @sgugger
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1,293,361,308
PR_kwDODunzps46zvFJ
4,628
Fix time type `_arrow_to_datasets_dtype` conversion
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[ "_The documentation is not available anymore as the PR was closed or merged._" ]
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Fix #4620 The issue stems from the fact that `pa.array([time_data]).type` returns `DataType(time64[unit])`, which doesn't expose the `unit` attribute, instead of `Time64Type(time64[unit])`. I believe this is a bug in PyArrow. Luckily, the both types have the same `str()`, so in this PR I call `pa.type_for_alias(str(type))` to convert them both to the `Time64Type(time64[unit])` format. cc @severo
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PR_kwDODunzps46zfNa
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fixed duplicate calculation of spearmanr function in metrics wrapper.
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[ "Great, can open a PR in `evaluate` as well to optimize this.\r\n\r\nRelatedly, I wanted to add a new metric, Kendall Tau (https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.kendalltau.html). If I were to open a PR with the wrapper, description, citation, docstrings, readme, etc. would it make more sense to do that in the `datasets` or `evaluate` repo (or both)?\r\n\r\nThanks!", "PR opened in`evaluate` library with same minor adjustment: https://github.com/huggingface/evaluate/pull/176 ", "> If I were to open a PR with the wrapper, description, citation, docstrings, readme, etc. would it make more sense to do that in the datasets or evaluate repo (or both)?\r\n\r\nI think you could just add it to `evaluate`, we're not adding new metrics in this repo anymore" ]
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During _compute, the scipy.stats spearmanr function was called twice, redundantly, once for calculating the score and once for calculating the p-value, under the conditional branch where return_pvalue=True. I adjusted the _compute function to execute the spearmanr function once, store the results tuple in a temporary variable, and then pass the indexed contents to the expected keys of the returned dictionary.
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Add non-commercial licensing info for datasets for which we removed tags
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[ "yep plus `license_details` also makes sense for this IMO" ]
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We removed several YAML tags saying that certain datasets can't be used for commercial purposes: https://github.com/huggingface/datasets/pull/4613#discussion_r911919753 Reason for this is that we only allow tags that are part of our [supported list of licenses](https://github.com/huggingface/datasets/blob/84fc3ad73c85de4eda5d152dfede7671491449cb/src/datasets/utils/resources/standard_licenses.tsv) We should update the Licensing Information section of the concerned dataset cards, now that the non-commercial tag doesn't exist anymore for certain datasets
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PR_kwDODunzps46zELz
4,625
Unpack `dl_manager.iter_files` to allow parallization
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[ "_The documentation is not available anymore as the PR was closed or merged._", "Cool thanks ! Yup it sounds like the right solution.\r\n\r\nIt looks like `_generate_tables` needs to be updated as well to fix the CI" ]
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CONTRIBUTOR
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Iterate over data files outside `dl_manager.iter_files` to allow parallelization in streaming mode. (The issue reported [here](https://discuss.huggingface.co/t/dataset-only-have-n-shard-1-when-has-multiple-shards-in-repo/19887)) PS: Another option would be to override `FilesIterable.__getitem__` to make it indexable and check for that type in `_shard_kwargs` and `n_shards,` but IMO this solution adds too much unnecessary complexity.
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PR_kwDODunzps46yzOK
4,624
Remove all paperswithcode_id: null
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[ "_The documentation is not available anymore as the PR was closed or merged._", "> We've been using `null` to specify that we checked on pwc but the dataset doesn't exist there.\r\n\r\n@lhoestq maybe it's better to accept it on the Hub side then? Let me know if you want us to do it Hub-side", "Yup it's maybe better to support it on the Hub side then indeed, thanks ! Closing this one" ]
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MEMBER
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On the Hub there is a validation error on the `paperswithcode_id` tag when the value is `null`: <img width="686" alt="image" src="https://user-images.githubusercontent.com/42851186/177151825-93d341c5-25bd-41ab-96c2-c0b516d51c68.png"> We've been using `null` to specify that we checked on pwc but the dataset doesn't exist there. To have the validation working again we can simply remove all the `paperswithcode_id: null`. cc @julien-c
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Loading MNIST as Pytorch Dataset
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[ "Hi ! We haven't implemented the conversion from images data to PyTorch tensors yet I think\r\n\r\ncc @mariosasko ", "So I understand:\r\n\r\nset_format() does not properly do the conversion to pytorch tensors from PIL images.\r\n\r\nSo that someone who stumbles on this can use the package:\r\n\r\n```python\r\ndataset = load_dataset(\"mnist\", split=\"train\")\r\ndef transform_func(examples):\r\n examples[\"image\"] = [np.array(img) for img in examples[\"image\"]]\r\n return examples\r\ndataset = dataset.with_transform(transform_func)\r\ndataset[0]\r\n``` ", "This then appears to work with pytorch dataloaders as:\r\n```\r\ndataloader=torch.utils.data.DataLoader(dataset,batch_size=1)\r\n```\r\n\r\nand tensorflow as:\r\n```\r\ndataset=dataset.to_tf_dataset(batch_size=1)\r\n```", "Hi! `set_transform`/`with_transform` is indeed the correct solution for the conversion. Improving this part of the API is one of the things I'm working on currently, so stay tuned!" ]
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## Describe the bug Conversion of MNIST dataset to pytorch fails with bug ## Steps to reproduce the bug ```python from datasets import load_dataset dataset = load_dataset("mnist", split="train") dataset.set_format('torch') dataset[0] print() ``` ## Expected results Expect to see torch tensors image and label ## Actual results Traceback (most recent call last): File "C:\Program Files\JetBrains\PyCharm 2020.3.3\plugins\python\helpers\pydev\pydevd.py", line 1491, in _exec pydev_imports.execfile(file, globals, locals) # execute the script File "C:\Program Files\JetBrains\PyCharm 2020.3.3\plugins\python\helpers\pydev\_pydev_imps\_pydev_execfile.py", line 18, in execfile exec(compile(contents+"\n", file, 'exec'), glob, loc) File "C:/Users/chapm/PycharmProjects/multiviewdata/multiviewdata/huggingface/mnist.py", line 13, in <module> dataset[0] File "C:\Users\chapm\PycharmProjects\multiviewdata\venv\lib\site-packages\datasets\arrow_dataset.py", line 2154, in __getitem__ return self._getitem( File "C:\Users\chapm\PycharmProjects\multiviewdata\venv\lib\site-packages\datasets\arrow_dataset.py", line 2139, in _getitem formatted_output = format_table( File "C:\Users\chapm\PycharmProjects\multiviewdata\venv\lib\site-packages\datasets\formatting\formatting.py", line 532, in format_table return formatter(pa_table, query_type=query_type) File "C:\Users\chapm\PycharmProjects\multiviewdata\venv\lib\site-packages\datasets\formatting\formatting.py", line 281, in __call__ return self.format_row(pa_table) File "C:\Users\chapm\PycharmProjects\multiviewdata\venv\lib\site-packages\datasets\formatting\torch_formatter.py", line 58, in format_row return self.recursive_tensorize(row) File "C:\Users\chapm\PycharmProjects\multiviewdata\venv\lib\site-packages\datasets\formatting\torch_formatter.py", line 54, in recursive_tensorize return map_nested(self._recursive_tensorize, data_struct, map_list=False) File "C:\Users\chapm\PycharmProjects\multiviewdata\venv\lib\site-packages\datasets\utils\py_utils.py", line 356, in map_nested mapped = [ File "C:\Users\chapm\PycharmProjects\multiviewdata\venv\lib\site-packages\datasets\utils\py_utils.py", line 357, in <listcomp> _single_map_nested((function, obj, types, None, True, None)) File "C:\Users\chapm\PycharmProjects\multiviewdata\venv\lib\site-packages\datasets\utils\py_utils.py", line 309, in _single_map_nested return {k: _single_map_nested((function, v, types, None, True, None)) for k, v in pbar} File "C:\Users\chapm\PycharmProjects\multiviewdata\venv\lib\site-packages\datasets\utils\py_utils.py", line 309, in <dictcomp> return {k: _single_map_nested((function, v, types, None, True, None)) for k, v in pbar} File "C:\Users\chapm\PycharmProjects\multiviewdata\venv\lib\site-packages\datasets\utils\py_utils.py", line 293, in _single_map_nested return function(data_struct) File "C:\Users\chapm\PycharmProjects\multiviewdata\venv\lib\site-packages\datasets\formatting\torch_formatter.py", line 51, in _recursive_tensorize return self._tensorize(data_struct) File "C:\Users\chapm\PycharmProjects\multiviewdata\venv\lib\site-packages\datasets\formatting\torch_formatter.py", line 38, in _tensorize if np.issubdtype(value.dtype, np.integer): AttributeError: 'bytes' object has no attribute 'dtype' python-BaseException ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: 2.3.2 - Platform: Windows-10-10.0.22579-SP0 - Python version: 3.9.2 - PyArrow version: 8.0.0 - Pandas version: 1.4.1
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Fix ImageFolder with parameters drop_metadata=True and drop_labels=False (when metadata.jsonl is present)
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[ "_The documentation is not available anymore as the PR was closed or merged._", "@lhoestq @mariosasko pls take a look at https://github.com/huggingface/datasets/pull/4622/commits/769e4c046a5bd5e3a4dbd09cfad1f4cf60677869. I modified `_generate_examples()` according to the same logic too: removed checking if `metadata_files` are not empty for the case when `self.config.drop_metadata=True` because I think we should be aligned with the config and preserve labels if `self.config.drop_labels=False` (the default value) and `self.config.drop_metadata=True` but `metadata_files` are passed. This is an extremely unlikely use case (when `self.config.drop_metadata=True`, but `metadata_files` are passed to `_generate_examples()`) since users usually do not use `_generate_examples()` alone but I believe it would be consistent to have the same behavior as in `_splits_generators()`. This change requires change in tests too if we suppose that we want to preserve labels (default value of `self.config.drop_labels` is False) when `self.config.drop_metadata=True`, even if `metadata_files` are for some reason provided (as it is done in tests). \r\n\r\nwdyt about this change?\r\n", "@lhoestq it wouldn't raise an error if we check `example.keys() == {\"image\", \"label\"}` as test checks only `_generate_examples`, not `encode_example`. and in the implementation of this PR `_generate_examples` would return both `image` and `label` key in the case when `drop_metadata=True` and `drop_labels=False` (default) as it seems that we agreed on that :)", "and on the other hand it would raise an error if `label` column is missing in _generate_examples when `drop_metadata=True` and `drop_labels=False`\r\n\r\nby \"it\" i mean tests :D (`test_generate_examples_with_metadata_that_misses_one_image`, `test_generate_examples_with_metadata_in_wrong_location` and `test_generate_examples_drop_metadata`)", "Perhaps we could make `self.config.drop_metadata = None` and `self.config.drop_labels = None` the defaults to see explicitly what the user wants. This would then turn into `self.config.drop_metadata = False` and `self.config.drop_labels = True` if metadata files are present and `self.config.drop_metadata = True` and `self.config.drop_labels = False` if not. And if the user wants to have the `label` column alongside metadata columns, it can do so by passing `drop_labels = False` explicitely (in that scenario we have to check that the `label` column is not already present in metadata files). And maybe we can also improve the logging messages.\r\n\r\nI find it problematic that the current implementation drops labels in some scenarios even if `self.config.drop_labels = False`, and the user doesn't have control over this behavior.\r\n\r\nLet me know what you think." ]
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Will fix #4621 ImageFolder raises `KeyError: 'label'` with params `drop_metadata=True` and `drop_labels=False` (if there is at least one metadata.jsonl file a data directory). This happens because metadata files are collected inside `analyze()` function regardless of `drop_metadata` value. And then the following condition doesn't pass: https://github.com/huggingface/datasets/blob/master/src/datasets/packaged_modules/imagefolder/imagefolder.py#L167 So I suggest to double check it inside `analyze()` not to collect metadata files if they are not needed. (and labels too, to be consistent) --- Also, I added a test to check if labels are inferred correctly from directories names in general (because we didn't have it) :)
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ImageFolder raises an error with parameters drop_metadata=True and drop_labels=False when metadata.jsonl is present
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## Describe the bug If you pass `drop_metadata=True` and `drop_labels=False` when a `data_dir` contains at least one `matadata.jsonl` file, you will get a KeyError. This is probably not a very useful case but we shouldn't get an error anyway. Asking users to move metadata files manually outside `data_dir` or pass features manually (when there is a tool that can infer them automatically) don't look like a good idea to me either. ## Steps to reproduce the bug ### Clone an example dataset from the Hub ```bash git clone https://huggingface.co/datasets/nateraw/test-imagefolder-metadata ``` ### Try to load it ```python from datasets import load_dataset ds = load_dataset("test-imagefolder-metadata", drop_metadata=True, drop_labels=False) ``` or even just ```python ds = load_dataset("test-imagefolder-metadata", drop_metadata=True) ``` as `drop_labels=False` is a default value. ## Expected results A DatasetDict object with two features: `"image"` and `"label"`. ## Actual results ``` Traceback (most recent call last): File "/home/polina/workspace/datasets/debug.py", line 18, in <module> ds = load_dataset( File "/home/polina/workspace/datasets/src/datasets/load.py", line 1732, in load_dataset builder_instance.download_and_prepare( File "/home/polina/workspace/datasets/src/datasets/builder.py", line 704, in download_and_prepare self._download_and_prepare( File "/home/polina/workspace/datasets/src/datasets/builder.py", line 1227, in _download_and_prepare super()._download_and_prepare(dl_manager, verify_infos, check_duplicate_keys=verify_infos) File "/home/polina/workspace/datasets/src/datasets/builder.py", line 793, in _download_and_prepare self._prepare_split(split_generator, **prepare_split_kwargs) File "/home/polina/workspace/datasets/src/datasets/builder.py", line 1218, in _prepare_split example = self.info.features.encode_example(record) File "/home/polina/workspace/datasets/src/datasets/features/features.py", line 1596, in encode_example return encode_nested_example(self, example) File "/home/polina/workspace/datasets/src/datasets/features/features.py", line 1165, in encode_nested_example { File "/home/polina/workspace/datasets/src/datasets/features/features.py", line 1165, in <dictcomp> { File "/home/polina/workspace/datasets/src/datasets/utils/py_utils.py", line 249, in zip_dict yield key, tuple(d[key] for d in dicts) File "/home/polina/workspace/datasets/src/datasets/utils/py_utils.py", line 249, in <genexpr> yield key, tuple(d[key] for d in dicts) KeyError: 'label' ``` ## Environment info `datasets` master branch - `datasets` version: 2.3.3.dev0 - Platform: Linux-5.14.0-1042-oem-x86_64-with-glibc2.17 - Python version: 3.8.12 - PyArrow version: 6.0.1 - Pandas version: 1.4.1
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Data type is not recognized when using datetime.time
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[ "cc @mariosasko ", "Hi, thanks for reporting! I'm investigating the issue." ]
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CONTRIBUTOR
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## Describe the bug Creating a dataset from a pandas dataframe with `datetime.time` format generates an error. ## Steps to reproduce the bug ```python import pandas as pd from datetime import time from datasets import Dataset df = pd.DataFrame({"feature_name": [time(1, 1, 1)]}) dataset = Dataset.from_pandas(df) ``` ## Expected results The dataset should be created. ## Actual results ``` Traceback (most recent call last): File "<stdin>", line 1, in <module> File "/home/slesage/hf/datasets-server/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_dataset.py", line 823, in from_pandas return cls(table, info=info, split=split) File "/home/slesage/hf/datasets-server/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_dataset.py", line 679, in __init__ inferred_features = Features.from_arrow_schema(arrow_table.schema) File "/home/slesage/hf/datasets-server/services/worker/.venv/lib/python3.9/site-packages/datasets/features/features.py", line 1551, in from_arrow_schema obj = {field.name: generate_from_arrow_type(field.type) for field in pa_schema} File "/home/slesage/hf/datasets-server/services/worker/.venv/lib/python3.9/site-packages/datasets/features/features.py", line 1551, in <dictcomp> obj = {field.name: generate_from_arrow_type(field.type) for field in pa_schema} File "/home/slesage/hf/datasets-server/services/worker/.venv/lib/python3.9/site-packages/datasets/features/features.py", line 1315, in generate_from_arrow_type return Value(dtype=_arrow_to_datasets_dtype(pa_type)) File "/home/slesage/hf/datasets-server/services/worker/.venv/lib/python3.9/site-packages/datasets/features/features.py", line 83, in _arrow_to_datasets_dtype return f"time64[{arrow_type.unit}]" AttributeError: 'pyarrow.lib.DataType' object has no attribute 'unit' ``` ## Environment info - `datasets` version: 2.3.3.dev0 - Platform: Linux-5.13.0-1031-aws-x86_64-with-glibc2.31 - Python version: 3.9.6 - PyArrow version: 7.0.0 - Pandas version: 1.4.2
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np arrays get turned into native lists
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[ "If you add the line `dataset2.set_format('np')` before calling `dataset2[0]['tmp']` it should return `np.ndarray`.\r\nI believe internally it will not store it as a list, it is only returning a list when you index it.\r\n\r\n```\r\nIn [1]: import datasets, numpy as np\r\nIn [2]: dataset = datasets.load_dataset(\"glue\", \"mrpc\")[\"validation\"]\r\nIn [3]: dataset2 = dataset.map(lambda x: {\"tmp\": np.array([0.5])}, batched=False)\r\nIn [4]: dataset2[0][\"tmp\"]\r\nOut[4]: [0.5]\r\n\r\nIn [5]: dataset2.set_format('np')\r\n\r\nIn [6]: dataset2[0][\"tmp\"]\r\nOut[6]: array([0.5])\r\n```", "I see, thanks! Any idea if the default numpy → list conversion might cause precision loss?", "I'm not super familiar with our datasets works internally, but I think your `np` array will be stored in a `pyarrow` format, and then you take a view of this as a python array. In which case, I think the precision should be preserved." ]
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## Describe the bug When attaching an `np.array` field, it seems that it automatically gets turned into a list (see below). Why is this happening? Could it lose precision? Is there a way to make sure this doesn't happen? ## Steps to reproduce the bug ```python >>> import datasets, numpy as np >>> dataset = datasets.load_dataset("glue", "mrpc")["validation"] Reusing dataset glue (...) 100%|███████████████████████████████████████████████| 3/3 [00:00<00:00, 1360.61it/s] >>> dataset2 = dataset.map(lambda x: {"tmp": np.array([0.5])}, batched=False) 100%|██████████████████████████████████████████| 408/408 [00:00<00:00, 10819.97ex/s] >>> dataset2[0]["tmp"] [0.5] >>> type(dataset2[0]["tmp"]) <class 'list'> ``` ## Expected results `dataset2[0]["tmp"]` should be an `np.ndarray`. ## Actual results It's a list. ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: 2.3.2 - Platform: mac, though I'm pretty sure it happens on a linux machine too - Python version: 3.9.7 - PyArrow version: 6.0.1
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contribute data loading for object detection datasets with yolo data format
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[ "Hi! The `imagefolder` script is already quite complex, so a standalone script sounds better. Also, I suggest we create an org on the Hub (e.g. `hf-loaders`) and store such scripts there for easier maintenance rather than having them as packaged modules (IMO only very generic loaders should be packaged). WDYT @lhoestq @albertvillanova @polinaeterna?", "@mariosasko sounds good to me!\r\n", "Thank you for the suggestion @mariosasko . I agree with the point, but I have a few doubts\r\n\r\n1. How would the user access the script if it's not a part of the core codebase?\r\n2. Could you direct me as to what will be the tasks I have to do to contribute to the code? As per my understanding, it would be like\r\n 1. Create a new org \"hf-loaders\" and add you (and more HF people) to the org\r\n 2. Add data loader script as a (model?)\r\n 3. Test it with a dataset on HF hub\r\n3. We should maybe brainstorm as to which public datasets have this format (YOLO type) and are the most important ones to test the script with. We can even add the datasets on HF Hub alongside the script", "1. Like this: `load_dataset(\"hf-loaders/yolo\", data_files=...)`\r\n2. The steps would be:\r\n 1. Create a new org `hf-community-loaders` (IMO a better name than \"hf-loaders\") and add me (as an admin)\r\n 2. Create a new dataset repo `yolo` and add the loading script to it (`yolo.py`)\r\n 3. Open a discussion to request our review\r\n4. I like this idea. Another option is to add snippets that describe how to load such datasets using the `yolo` loader." ]
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**Is your feature request related to a problem? Please describe.** At the moment, HF datasets loads [image classification datasets](https://huggingface.co/docs/datasets/image_process) out-of-the-box. There could be a data loader for loading standard object detection datasets ([original discussion here](https://huggingface.co/datasets/jalFaizy/detect_chess_pieces/discussions/2)) **Describe the solution you'd like** I wrote a [custom script](https://huggingface.co/datasets/jalFaizy/detect_chess_pieces/blob/main/detect_chess_pieces.py) to load dataset which has YOLO data format. **Describe alternatives you've considered** The script can either be a standalone dataset builder, or a modified version of `ImageFolder` **Additional context** I would be happy to contribute to this, but I would do it at a very slow pace (maybe a month or two) as I have my exams approaching 😄
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Fix `embed_storage` on features inside lists/sequences
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Add a dedicated function for embed_storage to always preserve the embedded/casted arrays (and to have more control over `embed_storage` in general). Fix #4591 ~~(Waiting for #4608 to be merged to mark this PR as ready for review - required for fixing `xgetsize` in private repos)~~ Done!
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Ensure ConcatenationTable.cast uses target_schema metadata
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[ "Hi @lhoestq, Thanks for the detailed comment. I've tested the suggested approach and can confirm it works for the testcase outlined above! The PR is updated with the changes.", "_The documentation is not available anymore as the PR was closed or merged._" ]
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Currently, `ConcatenationTable.cast` does not use target_schema metadata when casting subtables. This causes an issue when using cast_column and the underlying table is a ConcatenationTable. Code example of where issue arrises: ``` from datasets import Dataset, Image column1 = [0, 1] image_paths = ['/images/image1.jpg', '/images/image2.jpg'] ds = Dataset.from_dict({"column1": column1}) ds = ds.add_column("image", image_paths) ds.cast_column("image", Image()) # Fails here ``` Output ``` ... TypeError: Couldn't cast array of type string to {'bytes': Value(dtype='binary', id=None), 'path': Value(dtype='string', id=None)} ```
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Align/fix license metadata info
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[ "_The documentation is not available anymore as the PR was closed or merged._", "Thank you thank you! Let's merge and pray? 😱 ", "I just need to add `license_details` to the validator and yup we can merge" ]
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fix bad "other-*" licenses and add the corresponding "license_details" when relevant
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Release 2.3.0 broke custom iterable datasets
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[ "Apparently, `fsspec` does not allow access to attribute-based modules anymore, such as `fsspec.async`.\r\n\r\nHowever, this is a fairly simple fix:\r\n- Change the import to: `from fsspec import asyn`;\r\n- Change line 18 to: `asyn.iothread[0] = None`;\r\n- Change line 19 to `asyn.loop[0] = None`.", "Hi! I think it's easier to replace `import fsspec` with `import fsspec.asyn` and leave the rest unchanged. @gugarosa Are you interested in submitting a PR?", "Perfect, it is even better!\r\n\r\nJust submitted the PR: #4630.\r\n\r\nThank you!" ]
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## Describe the bug Trying to iterate examples from custom iterable dataset fails to bug introduced in `torch_iterable_dataset.py` since the release of 2.3.0. ## Steps to reproduce the bug ```python next(iter(custom_iterable_dataset)) ``` ## Expected results `next(iter(custom_iterable_dataset))` should return examples from the dataset ## Actual results ``` /usr/local/lib/python3.7/dist-packages/datasets/formatting/dataset_wrappers/torch_iterable_dataset.py in _set_fsspec_for_multiprocess() 16 See https://github.com/fsspec/gcsfs/issues/379 17 """ ---> 18 fsspec.asyn.iothread[0] = None 19 fsspec.asyn.loop[0] = None 20 AttributeError: module 'fsspec' has no attribute 'asyn' ``` ## Environment info - `datasets` version: 2.3.0 - Platform: Linux-5.4.188+-x86_64-with-Ubuntu-18.04-bionic - Python version: 3.7.13 - PyArrow version: 8.0.0 - Pandas version: 1.3.5
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Preserve member order by MockDownloadManager.iter_archive
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Currently, `MockDownloadManager.iter_archive` yields paths to archive members in an order given by `path.rglob("*")`, which migh not be the same order as in the original archive. See issue in: - https://github.com/huggingface/datasets/pull/4579#issuecomment-1172135027 This PR fixes the order of the members yielded by `MockDownloadManager.iter_archive` so that it is the same as in the original archive.
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codeparrot/github-code failing to load
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[ "I believe the issue is in `codeparrot/github-code`. `base_path` param is missing - https://huggingface.co/datasets/codeparrot/github-code/blob/main/github-code.py#L169\r\n\r\nFunction definition has changed.\r\nhttps://github.com/huggingface/datasets/blob/0e1c629cfb9f9ba124537ba294a0ec451584da5f/src/datasets/data_files.py#L547\r\n\r\n@mariosasko could you please confirm my finding? And are there any changes that need to be done from my side?", "Good catch ! We recently did a breaking change in `get_patterns_in_dataset_repository`, I think we can revert it", "> Good catch ! We recently did a breaking change in `get_patterns_in_dataset_repository`, I think we can revert it\n\nI can't wait for that releasee. Broke my application", "This simple workaround should fix: https://huggingface.co/datasets/codeparrot/github-code/discussions/2\r\n\r\n`get_patterns_in_dataset_repository` can treat whether `base_path=None`, so we just need to make sure that codeparrot/github-code `_split_generators` calls with such an argument.", "I am afraid your suggested change @gugarosa will break compatibility with older datasets versions that don't have `base_path` argument in `get_patterns_in_dataset_repository`, as a workaround while the issue gets resolved in `datasets` can you downgrade your datasets version to `<=2.1.0` ? \r\n@lvwerra do you think we should adapt the script to check the datasets version before calling `get_patterns_in_dataset_repository`?", "Actually I think it's just simpler to fix it in the dataset itself, let me open a PR\r\n\r\nEDIT: PR opened here: https://huggingface.co/datasets/codeparrot/github-code/discussions/3", "PR is merged, it's working now ! Closing this one :)", "> I am afraid your suggested change @gugarosa will break compatibility with older datasets versions that don't have `base_path` argument in `get_patterns_in_dataset_repository`, as a workaround while the issue gets resolved in `datasets` can you downgrade your datasets version to `<=2.1.0` ?\r\n> @lvwerra do you think we should adapt the script to check the datasets version before calling `get_patterns_in_dataset_repository`?\r\n\r\nYou are definitely right, sorry about it. I always keep forgetting that we need to keep in mind users from past versions, my bad." ]
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## Describe the bug codeparrot/github-code fails to load with a `TypeError: get_patterns_in_dataset_repository() missing 1 required positional argument: 'base_path'` ## Steps to reproduce the bug ```python from datasets import load_dataset ``` ## Expected results loaded dataset object ## Actual results ```python [3]: dataset = load_dataset("codeparrot/github-code") No config specified, defaulting to: github-code/all-all Downloading and preparing dataset github-code/all-all to /home/bebr/.cache/huggingface/datasets/codeparrot___github-code/all-all/0.0.0/a55513bc0f81db773f9896c7aac225af0cff5b323bb9d2f68124f0a8cc3fb817... --------------------------------------------------------------------------- TypeError Traceback (most recent call last) Input In [3], in <cell line: 1>() ----> 1 dataset = load_dataset("codeparrot/github-code") File ~/miniconda3/envs/fastapi-kube/lib/python3.10/site-packages/datasets/load.py:1679, in load_dataset(path, name, data_dir, data_files, split, cache_dir, features, download_config, download_mode, ignore_verifications, keep_in_memory, save_infos, revision, use_auth_token, task, streaming, **config_kwargs) 1676 try_from_hf_gcs = path not in _PACKAGED_DATASETS_MODULES 1678 # Download and prepare data -> 1679 builder_instance.download_and_prepare( 1680 download_config=download_config, 1681 download_mode=download_mode, 1682 ignore_verifications=ignore_verifications, 1683 try_from_hf_gcs=try_from_hf_gcs, 1684 use_auth_token=use_auth_token, 1685 ) 1687 # Build dataset for splits 1688 keep_in_memory = ( 1689 keep_in_memory if keep_in_memory is not None else is_small_dataset(builder_instance.info.dataset_size) 1690 ) File ~/miniconda3/envs/fastapi-kube/lib/python3.10/site-packages/datasets/builder.py:704, in DatasetBuilder.download_and_prepare(self, download_config, download_mode, ignore_verifications, try_from_hf_gcs, dl_manager, base_path, use_auth_token, **download_and_prepare_kwargs) 702 logger.warning("HF google storage unreachable. Downloading and preparing it from source") 703 if not downloaded_from_gcs: --> 704 self._download_and_prepare( 705 dl_manager=dl_manager, verify_infos=verify_infos, **download_and_prepare_kwargs 706 ) 707 # Sync info 708 self.info.dataset_size = sum(split.num_bytes for split in self.info.splits.values()) File ~/miniconda3/envs/fastapi-kube/lib/python3.10/site-packages/datasets/builder.py:1221, in GeneratorBasedBuilder._download_and_prepare(self, dl_manager, verify_infos) 1220 def _download_and_prepare(self, dl_manager, verify_infos): -> 1221 super()._download_and_prepare(dl_manager, verify_infos, check_duplicate_keys=verify_infos) File ~/miniconda3/envs/fastapi-kube/lib/python3.10/site-packages/datasets/builder.py:771, in DatasetBuilder._download_and_prepare(self, dl_manager, verify_infos, **prepare_split_kwargs) 769 split_dict = SplitDict(dataset_name=self.name) 770 split_generators_kwargs = self._make_split_generators_kwargs(prepare_split_kwargs) --> 771 split_generators = self._split_generators(dl_manager, **split_generators_kwargs) 773 # Checksums verification 774 if verify_infos and dl_manager.record_checksums: File ~/.cache/huggingface/modules/datasets_modules/datasets/codeparrot--github-code/a55513bc0f81db773f9896c7aac225af0cff5b323bb9d2f68124f0a8cc3fb817/github-code.py:169, in GithubCode._split_generators(self, dl_manager) 162 def _split_generators(self, dl_manager): 164 hfh_dataset_info = HfApi(datasets.config.HF_ENDPOINT).dataset_info( 165 _REPO_NAME, 166 timeout=100.0, 167 ) --> 169 patterns = datasets.data_files.get_patterns_in_dataset_repository(hfh_dataset_info) 170 data_files = datasets.data_files.DataFilesDict.from_hf_repo( 171 patterns, 172 dataset_info=hfh_dataset_info, 173 ) 175 files = dl_manager.download_and_extract(data_files["train"]) TypeError: get_patterns_in_dataset_repository() missing 1 required positional argument: 'base_path' ``` ## Environment info - `datasets` version: 2.3.2 - Platform: Linux-5.18.7-arch1-1-x86_64-with-glibc2.35 - Python version: 3.10.5 - PyArrow version: 8.0.0 - Pandas version: 1.4.2
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librispeech dataset has to download whole subset when specifing the split to use
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[ "Hi! You can use streaming to fetch only a subset of the data:\r\n```python\r\nraw_dataset = load_dataset(\"librispeech_asr\", \"clean\", split=\"train.100\", streaming=True)\r\n```\r\nAlso, we plan to make it possible to download a particular split in the non-streaming mode, but this task is not easy due to how our dataset scripts are structured.", "Hi,\r\n\r\nThat's a great help. Thank you very much." ]
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## Describe the bug librispeech dataset has to download whole subset when specifing the split to use ## Steps to reproduce the bug see below # Sample code to reproduce the bug ``` !pip install datasets from datasets import load_dataset raw_dataset = load_dataset("librispeech_asr", "clean", split="train.100") ``` ## Expected results The split "train.clean.100" is downloaded. ## Actual results All four splits in "clean" subset is downloaded. ## Environment info - `datasets` version: 2.3.2 - Platform: Linux-5.4.188+-x86_64-with-Ubuntu-18.04-bionic - Python version: 3.7.13 - PyArrow version: 6.0.1 - Pandas version: 1.3.5
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Fix xisfile, xgetsize, xisdir, xlistdir in private repo
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[ "_The documentation is not available anymore as the PR was closed or merged._", "Added tests for xisfile, xgetsize, xlistdir and xglob for private repos, and also tests for xwalk that was untested" ]
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`xisfile` is working in a private repository when passing a chained URL to a file inside an archive, e.g. `zip://a.txt::https://huggingface/datasets/username/dataset_name/resolve/main/data.zip`. However it's not working when passing a simple file `https://huggingface/datasets/username/dataset_name/resolve/main/data.zip`. This is because the authentication headers are not passed correctly in this case. This is causing dataset streaming to fail in private parquet repositories, as noted in https://github.com/huggingface/datasets/issues/4605 I fixed `xisfile` and the other functions that behave the same way: xgetsize, xisdir and xlistdir TODO: - [x] tests fix https://github.com/huggingface/datasets/issues/4605
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Align more metadata with other repo types (models,spaces)
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[ "_The documentation is not available anymore as the PR was closed or merged._", "I just set a default value (None) for the deprecated licenses and languages fields, which should fix most of the CI failures.\r\n\r\nNote that the CI should still be red because you edited many dataset cards and they're still missing some content - but this is unrelated to this PR so we can ignore these failures", "thanks so much @lhoestq !!", "There's also a follow-up PR to this one, in #4613 – I would suggest to merge all of them at the same time and hope not too many things are broken 🙀 🙀 ", "Alright merging this one now, let's see how broken things get" ]
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see also associated PR on the `datasets-tagging` Space: https://huggingface.co/spaces/huggingface/datasets-tagging/discussions/2 (to merge after this one is merged)
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evaluation result changes after `datasets` version change
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[ "Hi! The GH/no-namespace datasets versioning is synced with the version of the `datasets` lib, which means that the `wikiann` script was modified between the two compared versions. In this scenario, you can ensure reproducibility by pinning the script version, which is done by passing `revision=\"x.y.z\"` (e.g. `revision=\"2.2.0\"`) to `load_dataset.`\r\n" ]
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## Describe the bug evaluation result changes after `datasets` version change ## Steps to reproduce the bug 1. Train a model on WikiAnn 2. reload the ckpt -> test accuracy becomes same as eval accuracy 3. such behavior is gone after downgrading `datasets` https://colab.research.google.com/drive/1kYz7-aZRGdayaq-gDTt30tyEgsKlpYOw?usp=sharing ## Expected results evaluation result shouldn't change before/after `datasets` version changes ## Actual results evaluation result changes before/after `datasets` version changes ## Environment info <!-- You can run the command `datasets-cli env` and copy-and-paste its output below. --> - `datasets` version: 2.3.2 - Platform: colab - Python version: 3.7.13 - PyArrow version: 6.0.1 Q. How could the evaluation result change before/after `datasets` version changes?
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Dataset Viewer issue for boris/gis_filtered
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[ "Yes, this dataset is \"gated\": you first have to go to https://huggingface.co/datasets/boris/gis_filtered and click \"Access repository\" (if you accept to share your contact information with the repository authors).", "I already did that, it returns error when using streaming", "Oh, sorry, I misread. Looking at it. Maybe @huggingface/datasets or @SBrandeis ", "I could reproduce the error, even though I provided my token and accepted the gate form. It looks like an error from `datasets`", "This is indeed a bug in `datasets`. Parquet datasets in gated/private repositories can't be streamed properly, which caused the viewer to fail. I opened a PR at https://github.com/huggingface/datasets/pull/4608" ]
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### Link https://huggingface.co/datasets/boris/gis_filtered/viewer/boris--gis_filtered/train ### Description When I try to access this from the website I get this error: Status code: 400 Exception: ClientResponseError Message: 401, message='Unauthorized', url=URL('https://huggingface.co/datasets/boris/gis_filtered/resolve/80b805053ce61d4eb487b6b8d9095d775c2c466e/data/train/0000.parquet') If I try to load with code I also get the same issue: ```python dataset2_train=load_dataset("boris/gis_filtered", use_auth_token=os.environ["HF_TOKEN"],split="train",streaming=True) dataset2_validation=load_dataset("boris/gis_filtered", use_auth_token=os.environ["HF_TOKEN"], split="validation",streaming=True) ``` ### Owner No
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Update CI Windows orb
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This PR tries to fix recurrent random CI failures on Windows. After 2 runs, it seems to have fixed the issue. Fix #4603.
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As reported by @lhoestq, The windows CI is currently flaky: some dependencies like `aiobotocore`, `multiprocess` and `seqeval` sometimes fail to install. In particular it seems that building the wheels fail. Here is an example of logs: ``` Building wheel for seqeval (setup.py): started Running command 'C:\tools\miniconda3\envs\py37\python.exe' -u -c 'import io, os, sys, setuptools, tokenize; sys.argv[0] = '"'"'C:\\Users\\circleci\\AppData\\Local\\Temp\\pip-install-h55pfgbv\\seqeval_d6cdb9d23ff6490b98b6c4bcaecb516e\\setup.py'"'"'; __file__='"'"'C:\\Users\\circleci\\AppData\\Local\\Temp\\pip-install-h55pfgbv\\seqeval_d6cdb9d23ff6490b98b6c4bcaecb516e\\setup.py'"'"';f = getattr(tokenize, '"'"'open'"'"', open)(__file__) if os.path.exists(__file__) else io.StringIO('"'"'from setuptools import setup; setup()'"'"');code = f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, __file__, '"'"'exec'"'"'))' bdist_wheel -d 'C:\Users\circleci\AppData\Local\Temp\pip-wheel-x3cc8ym6' No parent package detected, impossible to derive `name` running bdist_wheel running build running build_py package init file 'seqeval\__init__.py' not found (or not a regular file) package init file 'seqeval\metrics\__init__.py' not found (or not a regular file) C:\tools\miniconda3\envs\py37\lib\site-packages\setuptools\command\install.py:37: SetuptoolsDeprecationWarning: setup.py install is deprecated. Use build and pip and other standards-based tools. setuptools.SetuptoolsDeprecationWarning, installing to build\bdist.win-amd64\wheel running install running install_lib warning: install_lib: 'build\lib' does not exist -- no Python modules to install running install_egg_info running egg_info creating UNKNOWN.egg-info writing UNKNOWN.egg-info\PKG-INFO writing dependency_links to UNKNOWN.egg-info\dependency_links.txt writing top-level names to UNKNOWN.egg-info\top_level.txt writing manifest file 'UNKNOWN.egg-info\SOURCES.txt' reading manifest file 'UNKNOWN.egg-info\SOURCES.txt' writing manifest file 'UNKNOWN.egg-info\SOURCES.txt' Copying UNKNOWN.egg-info to build\bdist.win-amd64\wheel\.\UNKNOWN-0.0.0-py3.7.egg-info running install_scripts creating build\bdist.win-amd64\wheel\UNKNOWN-0.0.0.dist-info\WHEEL creating 'C:\Users\circleci\AppData\Local\Temp\pip-wheel-x3cc8ym6\UNKNOWN-0.0.0-py3-none-any.whl' and adding 'build\bdist.win-amd64\wheel' to it adding 'UNKNOWN-0.0.0.dist-info/METADATA' adding 'UNKNOWN-0.0.0.dist-info/WHEEL' adding 'UNKNOWN-0.0.0.dist-info/top_level.txt' adding 'UNKNOWN-0.0.0.dist-info/RECORD' removing build\bdist.win-amd64\wheel Building wheel for seqeval (setup.py): finished with status 'done' Created wheel for seqeval: filename=UNKNOWN-0.0.0-py3-none-any.whl size=963 sha256=67eb93a6e1ff4796c5882a13f9fa25bb0d3d103796e2525f9cecf3b2ef26d4b1 Stored in directory: c:\users\circleci\appdata\local\pip\cache\wheels\05\96\ee\7cac4e74f3b19e3158dce26a20a1c86b3533c43ec72a549fd7 WARNING: Built wheel for seqeval is invalid: Wheel has unexpected file name: expected 'seqeval', got 'UNKNOWN' ```
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Upgrade setuptools in windows CI
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The windows CI is currently flaky: some dependencies like aiobotocore, multiprocess and seqeval sometimes fail to install. In particular it seems that building the wheels fail. Here is an example of logs ``` Building wheel for seqeval (setup.py): started Running command 'C:\tools\miniconda3\envs\py37\python.exe' -u -c 'import io, os, sys, setuptools, tokenize; sys.argv[0] = '"'"'C:\\Users\\circleci\\AppData\\Local\\Temp\\pip-install-h55pfgbv\\seqeval_d6cdb9d23ff6490b98b6c4bcaecb516e\\setup.py'"'"'; __file__='"'"'C:\\Users\\circleci\\AppData\\Local\\Temp\\pip-install-h55pfgbv\\seqeval_d6cdb9d23ff6490b98b6c4bcaecb516e\\setup.py'"'"';f = getattr(tokenize, '"'"'open'"'"', open)(__file__) if os.path.exists(__file__) else io.StringIO('"'"'from setuptools import setup; setup()'"'"');code = f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, __file__, '"'"'exec'"'"'))' bdist_wheel -d 'C:\Users\circleci\AppData\Local\Temp\pip-wheel-x3cc8ym6' No parent package detected, impossible to derive `name` running bdist_wheel running build running build_py package init file 'seqeval\__init__.py' not found (or not a regular file) package init file 'seqeval\metrics\__init__.py' not found (or not a regular file) C:\tools\miniconda3\envs\py37\lib\site-packages\setuptools\command\install.py:37: SetuptoolsDeprecationWarning: setup.py install is deprecated. Use build and pip and other standards-based tools. setuptools.SetuptoolsDeprecationWarning, installing to build\bdist.win-amd64\wheel running install running install_lib warning: install_lib: 'build\lib' does not exist -- no Python modules to install running install_egg_info running egg_info creating UNKNOWN.egg-info writing UNKNOWN.egg-info\PKG-INFO writing dependency_links to UNKNOWN.egg-info\dependency_links.txt writing top-level names to UNKNOWN.egg-info\top_level.txt writing manifest file 'UNKNOWN.egg-info\SOURCES.txt' reading manifest file 'UNKNOWN.egg-info\SOURCES.txt' writing manifest file 'UNKNOWN.egg-info\SOURCES.txt' Copying UNKNOWN.egg-info to build\bdist.win-amd64\wheel\.\UNKNOWN-0.0.0-py3.7.egg-info running install_scripts creating build\bdist.win-amd64\wheel\UNKNOWN-0.0.0.dist-info\WHEEL creating 'C:\Users\circleci\AppData\Local\Temp\pip-wheel-x3cc8ym6\UNKNOWN-0.0.0-py3-none-any.whl' and adding 'build\bdist.win-amd64\wheel' to it adding 'UNKNOWN-0.0.0.dist-info/METADATA' adding 'UNKNOWN-0.0.0.dist-info/WHEEL' adding 'UNKNOWN-0.0.0.dist-info/top_level.txt' adding 'UNKNOWN-0.0.0.dist-info/RECORD' removing build\bdist.win-amd64\wheel Building wheel for seqeval (setup.py): finished with status 'done' Created wheel for seqeval: filename=UNKNOWN-0.0.0-py3-none-any.whl size=963 sha256=67eb93a6e1ff4796c5882a13f9fa25bb0d3d103796e2525f9cecf3b2ef26d4b1 Stored in directory: c:\users\circleci\appdata\local\pip\cache\wheels\05\96\ee\7cac4e74f3b19e3158dce26a20a1c86b3533c43ec72a549fd7 WARNING: Built wheel for seqeval is invalid: Wheel has unexpected file name: expected 'seqeval', got 'UNKNOWN' ``` hopefully this fixes the issue
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Upgrade pip in WIN CI
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The windows CI is currently flaky: some dependencies like aiobotocore, multiprocess and seqeval sometimes fail to install. In particular it seems that building the wheels fail. Here is an example of logs ``` Building wheel for seqeval (setup.py): started Running command 'C:\tools\miniconda3\envs\py37\python.exe' -u -c 'import io, os, sys, setuptools, tokenize; sys.argv[0] = '"'"'C:\\Users\\circleci\\AppData\\Local\\Temp\\pip-install-h55pfgbv\\seqeval_d6cdb9d23ff6490b98b6c4bcaecb516e\\setup.py'"'"'; __file__='"'"'C:\\Users\\circleci\\AppData\\Local\\Temp\\pip-install-h55pfgbv\\seqeval_d6cdb9d23ff6490b98b6c4bcaecb516e\\setup.py'"'"';f = getattr(tokenize, '"'"'open'"'"', open)(__file__) if os.path.exists(__file__) else io.StringIO('"'"'from setuptools import setup; setup()'"'"');code = f.read().replace('"'"'\r\n'"'"', '"'"'\n'"'"');f.close();exec(compile(code, __file__, '"'"'exec'"'"'))' bdist_wheel -d 'C:\Users\circleci\AppData\Local\Temp\pip-wheel-x3cc8ym6' No parent package detected, impossible to derive `name` running bdist_wheel running build running build_py package init file 'seqeval\__init__.py' not found (or not a regular file) package init file 'seqeval\metrics\__init__.py' not found (or not a regular file) C:\tools\miniconda3\envs\py37\lib\site-packages\setuptools\command\install.py:37: SetuptoolsDeprecationWarning: setup.py install is deprecated. Use build and pip and other standards-based tools. setuptools.SetuptoolsDeprecationWarning, installing to build\bdist.win-amd64\wheel running install running install_lib warning: install_lib: 'build\lib' does not exist -- no Python modules to install running install_egg_info running egg_info creating UNKNOWN.egg-info writing UNKNOWN.egg-info\PKG-INFO writing dependency_links to UNKNOWN.egg-info\dependency_links.txt writing top-level names to UNKNOWN.egg-info\top_level.txt writing manifest file 'UNKNOWN.egg-info\SOURCES.txt' reading manifest file 'UNKNOWN.egg-info\SOURCES.txt' writing manifest file 'UNKNOWN.egg-info\SOURCES.txt' Copying UNKNOWN.egg-info to build\bdist.win-amd64\wheel\.\UNKNOWN-0.0.0-py3.7.egg-info running install_scripts creating build\bdist.win-amd64\wheel\UNKNOWN-0.0.0.dist-info\WHEEL creating 'C:\Users\circleci\AppData\Local\Temp\pip-wheel-x3cc8ym6\UNKNOWN-0.0.0-py3-none-any.whl' and adding 'build\bdist.win-amd64\wheel' to it adding 'UNKNOWN-0.0.0.dist-info/METADATA' adding 'UNKNOWN-0.0.0.dist-info/WHEEL' adding 'UNKNOWN-0.0.0.dist-info/top_level.txt' adding 'UNKNOWN-0.0.0.dist-info/RECORD' removing build\bdist.win-amd64\wheel Building wheel for seqeval (setup.py): finished with status 'done' Created wheel for seqeval: filename=UNKNOWN-0.0.0-py3-none-any.whl size=963 sha256=67eb93a6e1ff4796c5882a13f9fa25bb0d3d103796e2525f9cecf3b2ef26d4b1 Stored in directory: c:\users\circleci\appdata\local\pip\cache\wheels\05\96\ee\7cac4e74f3b19e3158dce26a20a1c86b3533c43ec72a549fd7 WARNING: Built wheel for seqeval is invalid: Wheel has unexpected file name: expected 'seqeval', got 'UNKNOWN' ``` I tried to update pip and re-run the CI several times and I couldn't re-experience this issue for now, so I think upgrading pip may solve the issue
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Remove multiple config section
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This PR removes docs for a future feature and redirects to #4578 instead. See this [discussion](https://huggingface.slack.com/archives/C034N0A7H09/p1656107063801969) for more details :)
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PR_kwDODunzps46kvfC
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Smooth-BLEU bug fixed
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Hi, the current implementation of smooth-BLEU contains a bug: it smoothes unigrams as well. Consequently, when both the reference and translation consist of totally different tokens, it anyway returns a non-zero value (please see the attached image). This however contradicts the source paper suggesting the smooth-BLEU _(Chin-Yew Lin, Franz Josef Och. ORANGE: a method for evaluating automatic evaluation metrics for machine translation. COLING 2004.)_ : > Add one count to the n-gram hit and total ngram count for n > 1. Therefore, for candidate translations with less than n words, they can still get a positive smoothed BLEU score from shorter n-gram matches; however if nothing matches then they will get zero scores. This pull request aims at fixing this bug. I made a pull request in the target repository `tensorflow/nmt`, which implements this script, yet the last commit there is dating 19.02.2019 and I doubt whether this will be fixed promptly. Yet, this bug is critical, for instance for summarization datasets with short summaries (e.g. AESLC), since smoothing needs to be applied there. Therefore, the easiest solution that I found is to fork the repo and download this script directly from the forked fixed repo. Kind, Akim Tsvigun <img width="516" alt="Снимок экрана 2022-06-29 в 17 49 27" src="https://user-images.githubusercontent.com/36672861/176466935-ac579e6d-6a93-4111-ab41-9b33056e7d47.png">
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Host financial_phrasebank data on the Hub
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Fix #4597.
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Streaming issue for financial_phrasebank
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null
[ "cc @huggingface/datasets: it seems like https://www.researchgate.net/ is flaky for datasets hosting (I put the \"hosted-on-google-drive\" tag since it's the same kind of issue I think)", "Let's see if their license allows hosting their data on the Hub.", "License is Creative Commons Attribution-NonCommercial-ShareAlike 3.0 Unported (CC BY-NC-SA 3.0).\r\n\r\nWe can host their data on the Hub." ]
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### Link https://huggingface.co/datasets/financial_phrasebank/viewer/sentences_allagree/train ### Description As reported by a community member using [AutoTrain Evaluate](https://huggingface.co/spaces/autoevaluate/model-evaluator/discussions/5#62bc217436d0e5d316a768f0), there seems to be a problem streaming this dataset: ``` Server error Status code: 400 Exception: Exception Message: Give up after 5 attempts with ConnectionError ``` ### Owner No
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1,288,381,735
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4,596
Dataset Viewer issue for universal_dependencies
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null
[ "Thanks, looking at it!", "Finally fixed! We updated the dataset viewer and it fixed the issue.\r\n\r\nhttps://huggingface.co/datasets/universal_dependencies/viewer/aqz_tudet/train\r\n\r\n<img width=\"1561\" alt=\"Capture d’écran 2022-09-07 à 13 29 18\" src=\"https://user-images.githubusercontent.com/1676121/188867795-4f7dd438-d4f2-46cd-8a92-20a37fb2d6bc.png\">\r\n" ]
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### Link https://huggingface.co/datasets/universal_dependencies ### Description invalid json response body at https://datasets-server.huggingface.co/splits?dataset=universal_dependencies reason: Unexpected token I in JSON at position 0 ### Owner _No response_
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Dataset Viewer issue with False positive PII redaction
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[ "The value is in the data, it's not an issue with the \"dataset-viewer\".\r\n\r\n<img width=\"1161\" alt=\"Capture d’écran 2022-06-29 à 10 25 51\" src=\"https://user-images.githubusercontent.com/1676121/176389325-4d2a9a7f-1583-45b8-aa7a-960ffaa6a36a.png\">\r\n\r\n Maybe open a PR: https://huggingface.co/datasets/cakiki/rosetta-code/discussions\r\n", "This was indeed a scraping issue which I assumed was a display issue; sorry about that!" ]
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### Link https://huggingface.co/datasets/cakiki/rosetta-code ### Description Hello, I just noticed an entry being redacted that shouldn't have been: `RootMeanSquare@Range[10]` is being displayed as `[email protected][10]` ### Owner _No response_
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load_from_disk suggests incorrect fix when used to load DatasetDict
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Edit: Please feel free to remove this issue. The problem was not the error message but the fact that the DatasetDict.load_from_disk does not support loading nested splits, i.e. if one of the splits is itself a DatasetDict. If nesting splits is an antipattern, perhaps the load_from_disk function can throw a warning indicating that?
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Fix error message when using load_from_disk to load DatasetDict
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Issue #4594 Issue: When `datasets.load_from_disk` is wrongly used to load a `DatasetDict`, the error message suggests using `datasets.load_from_disk`, which is the same function that generated the error. Fix: The appropriate function which should be suggested instead is `datasets.dataset_dict.load_from_disk`. Changes: Change the suggestion to say "Please use `datasets.dataset_dict.load_from_disk` instead."
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Issue with jalFaizy/detect_chess_pieces when running datasets-cli test
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[ "Hi @faizankshaikh\r\n\r\nPlease note that we have recently launched the Community feature, specifically targeted to create Discussions (about issues/questions/asking-for-help) on each Dataset on the Hub:\r\n- Blog post: https://huggingface.co/blog/community-update\r\n- Docs: https://huggingface.co/docs/hub/repositories-pull-requests-discussions\r\n\r\nThe Discussion tab for your \"jalFaizy/detect_chess_pieces\" dataset is here: https://huggingface.co/datasets/jalFaizy/detect_chess_pieces/discussions\r\nYou can use it to ask for help by pinging the Datasets maintainers: see our docs here: https://huggingface.co/docs/datasets/master/en/share#ask-for-a-help-and-reviews\r\n\r\nI'm transferring this discussion to your Discussion tab and trying to address it: https://huggingface.co/datasets/jalFaizy/detect_chess_pieces/discussions/1", "Thank you @albertvillanova , I will keep that in mind.\r\n\r\nJust a quick note - I posted the issue on Github because the dataset viewer suggested me to \"open an issue for direct support\". Maybe it can be updated with your suggestion\r\n\r\n![image](https://user-images.githubusercontent.com/8406903/176397633-7b077d81-2044-4487-b58e-6346b05be5cf.png)\r\n\r\n\r\n", "Thank you pointing this out: yes, definitely, we should fix the error message. We are working on this." ]
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### Link https://huggingface.co/datasets/jalFaizy/detect_chess_pieces ### Description I am trying to write a appropriate data loader for [a custom dataset](https://huggingface.co/datasets/jalFaizy/detect_chess_pieces) using [this script](https://huggingface.co/datasets/jalFaizy/detect_chess_pieces/blob/main/detect_chess_pieces.py) When I run the command `$ datasets-cli test "D:\workspace\HF\detect_chess_pieces" --save_infos --all_configs` It gives the following error ``` Using custom data configuration default Traceback (most recent call last): File "c:\users\faiza\anaconda3\lib\runpy.py", line 194, in _run_module_as_main return _run_code(code, main_globals, None, File "c:\users\faiza\anaconda3\lib\runpy.py", line 87, in _run_code exec(code, run_globals) File "C:\Users\faiza\anaconda3\Scripts\datasets-cli.exe\__main__.py", line 7, in <module> File "c:\users\faiza\anaconda3\lib\site-packages\datasets\commands\datasets_cli.py", line 39, in main service.run() File "c:\users\faiza\anaconda3\lib\site-packages\datasets\commands\test.py", line 132, in run for j, builder in enumerate(get_builders()): File "c:\users\faiza\anaconda3\lib\site-packages\datasets\commands\test.py", line 125, in get_builders yield builder_cls( File "c:\users\faiza\anaconda3\lib\site-packages\datasets\builder.py", line 1148, in __init__ super().__init__(*args, **kwargs) File "c:\users\faiza\anaconda3\lib\site-packages\datasets\builder.py", line 306, in __init__ info = self.get_exported_dataset_info() File "c:\users\faiza\anaconda3\lib\site-packages\datasets\builder.py", line 405, in get_exported_dataset_info return self.get_all_exported_dataset_infos().get(self.config.name, DatasetInfo()) File "c:\users\faiza\anaconda3\lib\site-packages\datasets\builder.py", line 390, in get_all_exported_dataset_infos return DatasetInfosDict.from_directory(cls.get_imported_module_dir()) File "c:\users\faiza\anaconda3\lib\site-packages\datasets\info.py", line 309, in from_directory dataset_infos_dict = { File "c:\users\faiza\anaconda3\lib\site-packages\datasets\info.py", line 310, in <dictcomp> config_name: DatasetInfo.from_dict(dataset_info_dict) File "c:\users\faiza\anaconda3\lib\site-packages\datasets\info.py", line 272, in from_dict return cls(**{k: v for k, v in dataset_info_dict.items() if k in field_names}) File "<string>", line 20, in __init__ File "c:\users\faiza\anaconda3\lib\site-packages\datasets\info.py", line 160, in __post_init__ templates = [ File "c:\users\faiza\anaconda3\lib\site-packages\datasets\info.py", line 161, in <listcomp> template if isinstance(template, TaskTemplate) else task_template_from_dict(template) File "c:\users\faiza\anaconda3\lib\site-packages\datasets\tasks\__init__.py", line 43, in task_template_from_dict return template.from_dict(task_template_dict) AttributeError: 'NoneType' object has no attribute 'from_dict' ``` My assumption is that there is some kind of issue in how the "task_templates" are read, because even if I keep them as None, or not include the argument at all, the same error occurs ### Owner Yes
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Can't push Images to hub with manual Dataset
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[ "Hi, thanks for reporting! This issue stems from the changes introduced in https://github.com/huggingface/datasets/pull/4282 (cc @lhoestq), in which list casts are ignored if they don't change the list type (required to preserve `null` values). And `push_to_hub` does a special cast to embed external image files but doesn't change the types, hence the failure." ]
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## Describe the bug If I create a dataset including an 'Image' feature manually, when pushing to hub decoded images are not pushed, instead it looks for image where image local path is/used to be. This doesn't (at least didn't used to) happen with imagefolder. I want to build dataset manually because it is complicated. This happens even though the dataset is looking like decoded images: ![image](https://user-images.githubusercontent.com/15624271/176322689-2cc819cf-9d5c-4a8f-9f3d-83ae8ec06f20.png) and I use `embed_external_files=True` while `push_to_hub` (same with false) ## Steps to reproduce the bug ```python from PIL import Image from datasets import Image as ImageFeature from datasets import Features,Dataset #manually create dataset feats=Features( { "images": [ImageFeature()], #same even if explicitly ImageFeature(decode=True) "input_image": ImageFeature(), } ) test_data={"images":[[Image.open("test.jpg"),Image.open("test.jpg"),Image.open("test.jpg")]], "input_image":[Image.open("test.jpg")]} test_dataset=Dataset.from_dict(test_data,features=feats) print(test_dataset) test_dataset.push_to_hub("ceyda/image_test_public",private=False,token="",embed_external_files=True) # clear cache rm -r ~/.cache/huggingface # remove "test.jpg" # remove to see that it is looking for image on the local path test_dataset=load_dataset("ceyda/image_test_public",use_auth_token="") print(test_dataset) print(test_dataset['train'][0]) ``` ## Expected results should be able to push image bytes if dataset has `Image(decode=True)` ## Actual results errors because it is trying to decode file from the non existing local path. ``` ----> print(test_dataset['train'][0]) File ~/.local/lib/python3.8/site-packages/datasets/arrow_dataset.py:2154, in Dataset.__getitem__(self, key) 2152 def __getitem__(self, key): # noqa: F811 2153 """Can be used to index columns (by string names) or rows (by integer index or iterable of indices or bools).""" -> 2154 return self._getitem( 2155 key, 2156 ) File ~/.local/lib/python3.8/site-packages/datasets/arrow_dataset.py:2139, in Dataset._getitem(self, key, decoded, **kwargs) 2137 formatter = get_formatter(format_type, features=self.features, decoded=decoded, **format_kwargs) 2138 pa_subtable = query_table(self._data, key, indices=self._indices if self._indices is not None else None) -> 2139 formatted_output = format_table( 2140 pa_subtable, key, formatter=formatter, format_columns=format_columns, output_all_columns=output_all_columns 2141 ) 2142 return formatted_output File ~/.local/lib/python3.8/site-packages/datasets/formatting/formatting.py:532, in format_table(table, key, formatter, format_columns, output_all_columns) 530 python_formatter = PythonFormatter(features=None) 531 if format_columns is None: ... -> 3068 fp = builtins.open(filename, "rb") 3069 exclusive_fp = True 3071 try: FileNotFoundError: [Errno 2] No such file or directory: 'test.jpg' ``` ## Environment info - `datasets` version: 2.3.2 - Platform: Linux-5.4.0-1074-azure-x86_64-with-glibc2.29 - Python version: 3.8.10 - PyArrow version: 8.0.0 - Pandas version: 1.4.2
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Generalize meta_path json file creation in load.py [#4540]
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[ "_The documentation is not available anymore as the PR was closed or merged._", "@albertvillanova, Can you please review this PR for Issue #4540 ", "@lhoestq Thank you for merging the PR . Is there a slack channel for contributing to the datasets library. I would love to work on the library and make meaningful contributions.", "Hi ! Sure feel free to join our discord ^^ \r\nhttps://discuss.huggingface.co/t/join-the-hugging-face-discord/11263 so that we can discuss together mor eeasily. Otherwise everything happens on github ;)" ]
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# What does this PR do? ## Summary *In function `_copy_script_and_other_resources_in_importable_dir`, using string split when generating `meta_path` throws error in the edge case raised in #4540.* ## Additions - ## Changes - Changed meta_path to use `os.path.splitext` instead of using `str.split` to generalize code. ## Deletions - ## Issues Addressed : Fixes #4540
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Permission denied: '/home/.cache' when load_dataset with local script
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Host head_qa data on the Hub and fix NonMatchingChecksumError
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[ "_The documentation is not available anymore as the PR was closed or merged._", "Hi @albertvillanova ! Thanks for the fix ;)\r\nCan I safely checkout from this branch to build `datasets` or it is preferable to wait until all CI tests pass?\r\nThanks 🙏 ", "@younesbelkada we have just merged this PR." ]
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This PR: - Hosts head_qa data on the Hub instead of Google Drive - Fixes NonMatchingChecksumError Fix https://huggingface.co/datasets/head_qa/discussions/1
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Validate new_fingerprint passed by user
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Users can pass the dataset fingerprint they want in `map` and other dataset transforms. However the fingerprint is used to name cache files so we need to make sure it doesn't contain bad characters as mentioned in https://github.com/huggingface/datasets/issues/1718, and that it's not too long
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Host pn_summary data on the Hub instead of Google Drive
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Fix #4581.
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Host multi_news data on the Hub instead of Google Drive
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Host data files of multi_news dataset on the Hub. They were on Google Drive. Fix #4580.
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Add binary classification task IDs
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[ "The docs for this PR live [here](https://moon-ci-docs.huggingface.co/docs/datasets/pr_4584). All of your documentation changes will be reflected on that endpoint.", "> Awesome thanks ! Can you add it to https://github.com/huggingface/hub-docs/blob/main/js/src/lib/interfaces/Types.ts first please ? This is where we define the cross libraries tasks taxonomy ;)\r\n\r\nThanks for the tip! Done in https://github.com/huggingface/hub-docs/pull/217" ]
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As a precursor to aligning the task IDs in `datasets` and AutoTrain, we need a way to distinguish binary vs multiclass vs multilabel classification. This PR adds binary classification to the task IDs to enable this. Related AutoTrain issue: https://github.com/huggingface/autonlp-backend/issues/597 cc @abhishekkrthakur @SBrandeis
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<code> implementation of FLAC support using torchaudio
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I had added Audio FLAC support with torchaudio given that Librosa and SoundFile can give problems. Also, FLAC is been used as audio from https://mlcommons.org/en/peoples-speech/
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add_column should preserve _indexes
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https://github.com/huggingface/datasets/issues/3769#issuecomment-1167146126 doing `.add_column("x",x_data)` also removed any `_indexes` on the dataset, decided this shouldn't be the case. This was because `add_column` was creating a new `Dataset(...)` and wasn't possible to pass indexes on init. with this PR now can pass 'indexes' on init through `IndexableMixin` - [x] Added test
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Dataset Viewer issue for pn_summary
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[ "linked to https://github.com/huggingface/datasets/issues/4580#issuecomment-1168373066?", "Note that I refreshed twice this dataset, and I still have (another) error on one of the splits\r\n\r\n```\r\nStatus code: 400\r\nException: ClientResponseError\r\nMessage: 403, message='Forbidden', url=URL('https://doc-14-4c-docs.googleusercontent.com/docs/securesc/ha0ro937gcuc7l7deffksulhg5h7mbp1/pgotjmcuh77q0lk7p44rparfrhv459kp/1656403650000/11771870722949762109/*/16OgJ_OrfzUF_i3ftLjFn9kpcyoi7UJeO?e=download')\r\n```\r\n\r\nLike the three splits are processed in parallel by the workers, I imagine that the Google hosting is rate-limiting us.\r\n\r\ncc @albertvillanova \r\n\r\n", "Exactly, Google Drive bans our loading scripts.\r\n\r\nWhen possible, we should host somewhere else." ]
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### Link https://huggingface.co/datasets/pn_summary/viewer/1.0.0/validation ### Description Getting an index error on the `validation` and `test` splits: ``` Server error Status code: 400 Exception: IndexError Message: list index out of range ``` ### Owner No
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Dataset Viewer issue for multi_news
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[ "Thanks for reporting, @lewtun.\r\n\r\nI forced the refreshing of the preview and it worked OK for train and validation splits.\r\n\r\nI guess the error has to do with the data files being hosted at Google Drive: this gives errors when requested automatically using scripts.\r\nWe should host them to fix the error. Let's see if the license allows that.", "I guess we can host the data: https://github.com/Alex-Fabbri/Multi-News/blob/master/LICENSE.txt" ]
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### Link https://huggingface.co/datasets/multi_news ### Description Not sure what the index error is referring to here: ``` Status code: 400 Exception: IndexError Message: list index out of range ``` ### Owner No
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