|
--- |
|
task_categories: |
|
- text-generation |
|
language: |
|
- en |
|
pretty_name: SlimPajama-6B |
|
size_categories: |
|
- 100K<n<1M |
|
--- |
|
Sampled version of [cerebras/SlimPajama-627B](https://huggingface.co./datasets/cerebras/SlimPajama-627B). |
|
|
|
Based on the [fact that the original data was shuffled before chunking](https://huggingface.co./datasets/cerebras/SlimPajama-627B/discussions/4), I only downloaded chunk1 and further sampled 10% of the chunk. |
|
This should result in roughly 6B tokens, hence SlimPajama-6B. |
|
|
|
The dataset is roughly 24GBs in storage size when decompressed and has 5489000 rows. |
|
|
|
--- |
|
#### Data source proportions for SlimPajama-627B and SlimPajama-6B |
|
For sanity purpose, I recaluclated the byte proportion of the sampled version, it rougly matches the original dataset. |
|
|
|
|
|
| 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}, |
|
} |
|
``` |
