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--- |
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dataset_info: |
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- config_name: algebraic-stack |
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features: |
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- name: text |
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|
dtype: string |
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|
- name: meta |
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|
struct: |
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|
- name: alphanum_fraction |
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|
dtype: float64 |
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|
- name: author |
|
|
dtype: string |
|
|
- name: avg_line_length |
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|
dtype: float64 |
|
|
- name: converted |
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|
dtype: bool |
|
|
- name: ext |
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|
dtype: string |
|
|
- name: file |
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|
dtype: string |
|
|
- name: hexsha |
|
|
dtype: string |
|
|
- name: include |
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|
dtype: bool |
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|
- name: lang |
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|
dtype: string |
|
|
- name: length |
|
|
dtype: int64 |
|
|
- name: llama_tokens |
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|
dtype: int64 |
|
|
- name: mathlib_filename |
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|
dtype: string |
|
|
- name: max_forks_count |
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|
dtype: float64 |
|
|
- name: max_forks_repo_forks_event_max_datetime |
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|
dtype: string |
|
|
- name: max_forks_repo_forks_event_min_datetime |
|
|
dtype: string |
|
|
- name: max_forks_repo_head_hexsha |
|
|
dtype: string |
|
|
- name: max_forks_repo_licenses |
|
|
sequence: string |
|
|
- name: max_forks_repo_name |
|
|
dtype: string |
|
|
- name: max_forks_repo_path |
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|
dtype: string |
|
|
- name: max_issues_count |
|
|
dtype: float64 |
|
|
- name: max_issues_repo_head_hexsha |
|
|
dtype: string |
|
|
- name: max_issues_repo_issues_event_max_datetime |
|
|
dtype: string |
|
|
- name: max_issues_repo_issues_event_min_datetime |
|
|
dtype: string |
|
|
- name: max_issues_repo_licenses |
|
|
sequence: string |
|
|
- name: max_issues_repo_name |
|
|
dtype: string |
|
|
- name: max_issues_repo_path |
|
|
dtype: string |
|
|
- name: max_line_length |
|
|
dtype: int64 |
|
|
- name: max_stars_count |
|
|
dtype: float64 |
|
|
- name: max_stars_repo_head_hexsha |
|
|
dtype: string |
|
|
- name: max_stars_repo_licenses |
|
|
sequence: string |
|
|
- name: max_stars_repo_name |
|
|
dtype: string |
|
|
- name: max_stars_repo_path |
|
|
dtype: string |
|
|
- name: max_stars_repo_stars_event_max_datetime |
|
|
dtype: string |
|
|
- name: max_stars_repo_stars_event_min_datetime |
|
|
dtype: string |
|
|
- name: num_tokens |
|
|
dtype: int64 |
|
|
- name: path |
|
|
dtype: string |
|
|
- name: reason |
|
|
dtype: string |
|
|
- name: repo |
|
|
dtype: string |
|
|
- name: save_path |
|
|
dtype: string |
|
|
- name: sha |
|
|
dtype: string |
|
|
- name: size |
|
|
dtype: int64 |
|
|
splits: |
|
|
- name: train |
|
|
num_bytes: 31797979222 |
|
|
num_examples: 3404654 |
|
|
- name: validation |
|
|
num_bytes: 165884973 |
|
|
num_examples: 18040 |
|
|
- name: test |
|
|
num_bytes: 162752298 |
|
|
num_examples: 18000 |
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|
download_size: 11905060512 |
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|
dataset_size: 32126616493 |
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- config_name: arxiv |
|
|
features: |
|
|
- name: text |
|
|
dtype: string |
|
|
- name: meta |
|
|
struct: |
|
|
- name: arxiv_id |
|
|
dtype: string |
|
|
- name: language |
|
|
dtype: string |
|
|
- name: timestamp |
|
|
dtype: string |
|
|
- name: url |
|
|
dtype: string |
|
|
- name: yymm |
|
|
dtype: string |
|
|
splits: |
|
|
- name: train |
|
|
num_bytes: 88423197439 |
|
|
num_examples: 1542673 |
|
|
- name: validation |
|
|
num_bytes: 463620511 |
|
|
num_examples: 7793 |
|
|
- name: test |
|
|
num_bytes: 473629411 |
|
|
num_examples: 7840 |
|
|
download_size: 40591755551 |
|
|
dataset_size: 89360447361 |
|
|
- config_name: open-web-math |
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|
features: |
|
|
- name: url |
|
|
dtype: string |
|
|
- name: text |
|
|
dtype: string |
|
|
- name: date |
|
|
dtype: string |
|
|
- name: metadata |
|
|
dtype: string |
|
|
splits: |
|
|
- name: train |
|
|
num_bytes: 56086326272 |
|
|
num_examples: 6252080 |
|
|
- name: validation |
|
|
num_bytes: 281648006 |
|
|
num_examples: 31576 |
|
|
- name: test |
|
|
num_bytes: 284020779 |
|
|
num_examples: 31577 |
|
|
download_size: 27232284726 |
|
|
dataset_size: 56651995057 |
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|
configs: |
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- config_name: algebraic-stack |
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data_files: |
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- split: train |
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path: algebraic-stack/train-* |
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|
- split: validation |
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|
path: algebraic-stack/validation-* |
|
|
- split: test |
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|
path: algebraic-stack/test-* |
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|
- config_name: arxiv |
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|
data_files: |
|
|
- split: train |
|
|
path: arxiv/train-* |
|
|
- split: validation |
|
|
path: arxiv/validation-* |
|
|
- split: test |
|
|
path: arxiv/test-* |
|
|
- config_name: open-web-math |
|
|
data_files: |
|
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- split: train |
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|
path: open-web-math/train-* |
|
|
- split: validation |
|
|
path: open-web-math/validation-* |
|
|
- split: test |
|
|
path: open-web-math/test-* |
|
|
task_categories: |
|
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- text-generation |
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|
--- |
|
|
 |
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|
|
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|
The original [EleutherAI/proof-pile-2](https://huggingface.co/datasets/EleutherAI/proof-pile-2) dataset uses a custom python script and .jsonl.zst files, which some versions of the datasets library struggle with. |
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|
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This dataset contains the same data, subsets, and splits as [EleutherAI/proof-pile-2](https://huggingface.co/datasets/EleutherAI/proof-pile-2), converted into standard parquet format. |
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Each subset and split was also shuffled so that you can directly train on the data without issue. |
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|
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Conversion was performed using the following script: |
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```python |
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import os |
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import zstandard as zstd |
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import json |
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import pandas as pd |
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from tqdm import tqdm |
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|
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import datasets |
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import huggingface_hub as hf |
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|
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DATA_URL = "EleutherAI/proof-pile-2" |
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SUBSETS = [ |
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"algebraic-stack", |
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"arxiv", |
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"open-web-math" |
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] |
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SPLITS = [ |
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"train", |
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"validation", |
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"test" |
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] |
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|
|
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LOCAL_DIR = "./local_data/proof-pile-2" |
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|
|
|
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OUT_URL = 'aklein4/proof-pile-2-fixed' |
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|
|
|
|
|
|
def download_data( |
|
|
url: str, |
|
|
subset: str, |
|
|
split: str, |
|
|
): |
|
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hf.snapshot_download( |
|
|
repo_id=url, |
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|
repo_type="dataset", |
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allow_patterns=[f"{subset}/{split}/*"], |
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|
local_dir=LOCAL_DIR, |
|
|
) |
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|
|
|
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return os.path.join(LOCAL_DIR, subset, split) |
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|
|
|
|
|
|
|
def format_data( |
|
|
url: str, |
|
|
subset: str , |
|
|
split: str, |
|
|
): |
|
|
|
|
|
# download the data |
|
|
folder = download_data(url, subset, split) |
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|
|
|
|
# get all files in the local dir |
|
|
data_files = [ |
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|
os.path.join(folder, f) |
|
|
for f in os.listdir(folder) |
|
|
if f.endswith(".zst") |
|
|
] |
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|
|
|
|
# read all of the .jsonl.zst files |
|
|
examples = [] |
|
|
for file_path in tqdm(data_files): |
|
|
|
|
|
with zstd.open(open(file_path, "rb"), "rt", encoding="utf-8") as f: |
|
|
for x in f.readlines(): |
|
|
examples.append(json.loads(x)) |
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|
|
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# get the dataset |
|
|
df = pd.DataFrame(examples) |
|
|
dataset = datasets.Dataset.from_pandas(df) |
|
|
dataset = dataset.shuffle(seed=42) |
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|
|
|
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dataset.push_to_hub( |
|
|
OUT_URL, |
|
|
config_name=subset, |
|
|
split=split, |
|
|
private=False |
|
|
) |
|
|
|
|
|
|
|
|
def main(): |
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|
|
|
|
for subset in SUBSETS: |
|
|
for split in SPLITS: |
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|
|
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format_data( |
|
|
DATA_URL, |
|
|
subset, |
|
|
split, |
|
|
) |
|
|
|
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|
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|
|
if __name__ == "__main__": |
|
|
main() |
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|
``` |
