parquet-converter
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Commit
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bca33e0
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Parent(s):
fbd6fcc
Update parquet files
Browse files- .gitattributes +0 -38
- README.md +0 -90
- data/spelling_error-00000-of-00001.parquet +0 -3
- data/word_overlap-00000-of-00001.parquet +0 -3
- dataset_infos.json +0 -1
- data/negation-00000-of-00001.parquet → pietrolesci--stress_tests_nli/parquet-antonym.parquet +2 -2
- data/antonym-00000-of-00001.parquet → pietrolesci--stress_tests_nli/parquet-length_mismatch.parquet +2 -2
- data/length_mismatch-00000-of-00001.parquet → pietrolesci--stress_tests_nli/parquet-negation.parquet +2 -2
- data/numerical_reasoning-00000-of-00001.parquet → pietrolesci--stress_tests_nli/parquet-numerical_reasoning.parquet +2 -2
- pietrolesci--stress_tests_nli/parquet-spelling_error.parquet +3 -0
- pietrolesci--stress_tests_nli/parquet-word_overlap.parquet +3 -0
.gitattributes
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*.7z filter=lfs diff=lfs merge=lfs -text
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*.arrow filter=lfs diff=lfs merge=lfs -text
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*.bin filter=lfs diff=lfs merge=lfs -text
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*.bin.* filter=lfs diff=lfs merge=lfs -text
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*.bz2 filter=lfs diff=lfs merge=lfs -text
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*.ftz filter=lfs diff=lfs merge=lfs -text
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*.gz filter=lfs diff=lfs merge=lfs -text
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*.h5 filter=lfs diff=lfs merge=lfs -text
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*.joblib filter=lfs diff=lfs merge=lfs -text
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*.lfs.* filter=lfs diff=lfs merge=lfs -text
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*.model filter=lfs diff=lfs merge=lfs -text
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*.msgpack filter=lfs diff=lfs merge=lfs -text
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*.onnx filter=lfs diff=lfs merge=lfs -text
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*.ot filter=lfs diff=lfs merge=lfs -text
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*.parquet filter=lfs diff=lfs merge=lfs -text
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*.pb filter=lfs diff=lfs merge=lfs -text
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*.pt filter=lfs diff=lfs merge=lfs -text
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*.pth filter=lfs diff=lfs merge=lfs -text
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*.rar filter=lfs diff=lfs merge=lfs -text
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saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.tar.* filter=lfs diff=lfs merge=lfs -text
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*.tflite filter=lfs diff=lfs merge=lfs -text
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*.zstandard filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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# Audio files - uncompressed
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*.pcm filter=lfs diff=lfs merge=lfs -text
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*.sam filter=lfs diff=lfs merge=lfs -text
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*.raw filter=lfs diff=lfs merge=lfs -text
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# Audio files - compressed
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*.aac filter=lfs diff=lfs merge=lfs -text
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*.flac filter=lfs diff=lfs merge=lfs -text
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*.mp3 filter=lfs diff=lfs merge=lfs -text
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*.ogg filter=lfs diff=lfs merge=lfs -text
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*.wav filter=lfs diff=lfs merge=lfs -text
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README.md
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## Overview
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Original dataset page [here](https://abhilasharavichander.github.io/NLI_StressTest/) and dataset available [here](https://drive.google.com/open?id=1faGA5pHdu5Co8rFhnXn-6jbBYC2R1dhw).
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## Dataset curation
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Added new column `label` with encoded labels with the following mapping
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```
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{"entailment": 0, "neutral": 1, "contradiction": 2}
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```
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and the columns with parse information are dropped as they are not well formatted.
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Also, the name of the file from which each instance comes is added in the column `dtype`.
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## Code to create the dataset
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```python
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import pandas as pd
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from datasets import Dataset, ClassLabel, Value, Features, DatasetDict
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import json
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from pathlib import Path
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# load data
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ds = {}
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path = Path("<path to folder>")
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for i in path.rglob("*.jsonl"):
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print(i)
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name = str(i).split("/")[0].lower()
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dtype = str(i).split("/")[1].lower()
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# read data
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with i.open("r") as fl:
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df = pd.DataFrame([json.loads(line) for line in fl])
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# select columns
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df = df.loc[:, ["sentence1", "sentence2", "gold_label"]]
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# add file name as column
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df["dtype"] = dtype
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# encode labels
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df["label"] = df["gold_label"].map({"entailment": 0, "neutral": 1, "contradiction": 2})
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ds[name] = df
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# cast to dataset
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features = Features(
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{
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"sentence1": Value(dtype="string"),
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"sentence2": Value(dtype="string"),
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"label": ClassLabel(num_classes=3, names=["entailment", "neutral", "contradiction"]),
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"dtype": Value(dtype="string"),
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"gold_label": Value(dtype="string"),
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}
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)
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ds = DatasetDict({k: Dataset.from_pandas(v, features=features) for k, v in ds.items()})
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ds.push_to_hub("pietrolesci/stress_tests_nli", token="<token>")
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# check overlap between splits
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from itertools import combinations
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for i, j in combinations(ds.keys(), 2):
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print(
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f"{i} - {j}: ",
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pd.merge(
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ds[i].to_pandas(),
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ds[j].to_pandas(),
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on=["sentence1", "sentence2", "label"],
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how="inner",
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).shape[0],
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)
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#> numerical_reasoning - negation: 0
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#> numerical_reasoning - length_mismatch: 0
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#> numerical_reasoning - spelling_error: 0
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#> numerical_reasoning - word_overlap: 0
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#> numerical_reasoning - antonym: 0
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#> negation - length_mismatch: 0
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#> negation - spelling_error: 0
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#> negation - word_overlap: 0
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#> negation - antonym: 0
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#> length_mismatch - spelling_error: 0
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#> length_mismatch - word_overlap: 0
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#> length_mismatch - antonym: 0
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#> spelling_error - word_overlap: 0
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#> spelling_error - antonym: 0
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#> word_overlap - antonym: 0
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```
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data/spelling_error-00000-of-00001.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:5375f8c61c05193f2f7d9e677a5bf696ba007912a0bff89d99eece1559906dc1
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size 702710
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data/word_overlap-00000-of-00001.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:fe0e540b7cd53919bf80facbe20a67cf21cd85990a5dca1a47775c3e5459803a
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size 763422
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dataset_infos.json
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{"pietrolesci--stress_tests_nli": {"description": "", "citation": "", "homepage": "", "license": "", "features": {"sentence1": {"dtype": "string", "id": null, "_type": "Value"}, "sentence2": {"dtype": "string", "id": null, "_type": "Value"}, "label": {"num_classes": 3, "names": ["entailment", "neutral", "contradiction"], "names_file": null, "id": null, "_type": "ClassLabel"}, "dtype": {"dtype": "string", "id": null, "_type": "Value"}, "gold_label": {"dtype": "string", "id": null, "_type": "Value"}}, "post_processed": null, "supervised_keys": null, "task_templates": null, "builder_name": null, "config_name": null, "version": null, "splits": {"numerical_reasoning": {"name": "numerical_reasoning", "num_bytes": 1948042, "num_examples": 7596, "dataset_name": "stress_tests_nli"}, "negation": {"name": "negation", "num_bytes": 2679179, "num_examples": 9832, "dataset_name": "stress_tests_nli"}, "length_mismatch": {"name": "length_mismatch", "num_bytes": 3171889, "num_examples": 9815, "dataset_name": "stress_tests_nli"}, "spelling_error": {"name": "spelling_error", "num_bytes": 2446783, "num_examples": 9137, "dataset_name": "stress_tests_nli"}, "word_overlap": {"name": "word_overlap", "num_bytes": 2600523, "num_examples": 9832, "dataset_name": "stress_tests_nli"}, "antonym": {"name": "antonym", "num_bytes": 446421, "num_examples": 1561, "dataset_name": "stress_tests_nli"}}, "download_checksums": null, "download_size": 3512541, "post_processing_size": null, "dataset_size": 13292837, "size_in_bytes": 16805378}}
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data/negation-00000-of-00001.parquet → pietrolesci--stress_tests_nli/parquet-antonym.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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size
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version https://git-lfs.github.com/spec/v1
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size 203498
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data/antonym-00000-of-00001.parquet → pietrolesci--stress_tests_nli/parquet-length_mismatch.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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size
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version https://git-lfs.github.com/spec/v1
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oid sha256:75f7a35a623e73dcb0086ae029af8db73aff42d4b686659961b753e5975b7521
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size 1224957
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data/length_mismatch-00000-of-00001.parquet → pietrolesci--stress_tests_nli/parquet-negation.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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size
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version https://git-lfs.github.com/spec/v1
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size 1249528
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data/numerical_reasoning-00000-of-00001.parquet → pietrolesci--stress_tests_nli/parquet-numerical_reasoning.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:
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size
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version https://git-lfs.github.com/spec/v1
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pietrolesci--stress_tests_nli/parquet-spelling_error.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:82d74f73b8a10c822b1d312a81dec8dcaa34888919d31cc67f207bce46724847
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size 1133942
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pietrolesci--stress_tests_nli/parquet-word_overlap.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:d01bf779fbad9c18c70e44b8a970dbe4178b6dc10e60a60218bdfc9f47283310
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size 1245994
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