|
--- |
|
language: |
|
- en |
|
size_categories: |
|
- 1M<n<10M |
|
task_categories: |
|
- text-generation |
|
pretty_name: SlimPajama-6B |
|
configs: |
|
- config_name: default |
|
data_files: |
|
- split: train |
|
path: data/train-* |
|
- split: validation |
|
path: data/validation-* |
|
- split: test |
|
path: data/test-* |
|
dataset_info: |
|
features: |
|
- name: text |
|
dtype: string |
|
- name: meta |
|
struct: |
|
- name: redpajama_set_name |
|
dtype: string |
|
- name: __index_level_0__ |
|
dtype: int64 |
|
splits: |
|
- name: train |
|
num_bytes: 23918118724 |
|
num_examples: 5489000 |
|
- name: validation |
|
num_bytes: 39109042 |
|
num_examples: 9347 |
|
- name: test |
|
num_bytes: 40114950 |
|
num_examples: 9346 |
|
download_size: 14048972121 |
|
dataset_size: 23997342716 |
|
--- |
|
Sampled version of [cerebras/SlimPajama-627B](https://huggingface.co./datasets/cerebras/SlimPajama-627B). |
|
|
|
[Since the original data was shuffled before chunking](https://huggingface.co./datasets/cerebras/SlimPajama-627B/discussions/4), I only downloaded train/chunk1 (of 10 total) and further sampled 10%. This should result in roughly 6B tokens, hence SlimPajama-6B. |
|
|
|
The dataset is 24GBs in storage size when decompressed (original dataset is over 2TBs) and has 5489000 rows. |
|
|
|
The validation set and test set were sampled as well. |
|
|
|
--- |
|
#### Data source proportions for SlimPajama-627B and SlimPajama-6B |
|
For sanity purpose, I caluclated the byte proportion of the sampled version. |
|
|
|
|
|
| Data source | SlimPajama-627B | SlimPajama-6B | |
|
| ------------- | ---------- | --------- | |
|
| Commoncrawl | 52.2% | 54.1% | |
|
| C4 | 26.7% | 28.7% | |
|
| GitHub | 5.2% | 4.2% | |
|
| Books | 4.2% | 3.7% | |
|
| ArXiv | 4.6% | 3.4% | |
|
| Wikpedia | 3.8% | 3.1% | |
|
| StackExchange | 3.3% | 2.8% | |
|
|
|
|
|
--- |
|
Please refer to the original dataset for other info. |
|
``` |
|
@misc{cerebras2023slimpajama, |
|
author = {Soboleva, Daria and Al-Khateeb, Faisal and Myers, Robert and Steeves, Jacob R and Hestness, Joel and Dey, Nolan}, |
|
title = {{SlimPajama: A 627B token cleaned and deduplicated version of RedPajama}}, |
|
month = June, |
|
year = 2023, |
|
howpublished = {\url{https://www.cerebras.net/blog/slimpajama-a-627b-token-cleaned-and-deduplicated-version-of-redpajama}}, |
|
url = {https://huggingface.co./datasets/cerebras/SlimPajama-627B}, |
|
} |
|
``` |
