mirrors/stability-ai--stablelm
1
0
Fork 0
Code Issues Pull Requests Actions Deployments Models Agent Notes Packages Projects Releases Wiki Activity

fix(README): re-add embedded access token to 4e1t report

Browse Source
This commit is contained in:
Jonathan Tow
2023-10-04 15:28:12 -04:00
committed by GitHub
parent 54b3684c29
commit ddb9953c50
1 changed files with 2 additions and 2 deletions
Download Patch File Download Diff File Expand all files Collapse all files
README.md
+2 -2
View File
@@ -29,7 +29,7 @@ This repository contains Stability AI's ongoing development of the StableLM seri
### StableLM-3B-4E1T
> Technical Report: [StableLM-3B-4E1T](https://stability.wandb.io/stability-llm/stable-lm/reports/StableLM-3B-4E1T--VmlldzoyMjU4)
> Technical Report: [StableLM-3B-4E1T](https://stability.wandb.io/stability-llm/stable-lm/reports/StableLM-3B-4E1T--VmlldzoyMjU4?accessToken=u3zujipenkx5g7rtcj9qojjgxpconyjktjkli2po09nffrffdhhchq045vp0wyfo)
StableLM-3B-4E1T is a 3 billion (3B) parameter language model pre-trained under the multi-epoch regime to study the impact of repeated tokens on downstream performance. Given prior success in this area ([Tay et al., 2023](https://arxiv.org/pdf/2205.05131.pdf) and [Taylor et al., 2022](https://galactica.org/static/paper.pdf)), we train on 1 trillion (1T) tokens for 4 epochs following the observations of [Muennighoff et al. (2023)](https://arxiv.org/abs/2305.16264) in "Scaling Data-Constrained Language Models" in which they find "training with up to 4 epochs of repeated data yields negligible changes to loss compared to having unique data." Further inspiration for the token count is taken from "Go smol or go home" ([De Vries, 2023](https://www.harmdevries.com/post/model-size-vs-compute-overhead/)), which suggests a 2.96B model trained for 2.85 trillion tokens achieves a similar loss to a Chinchilla compute-optimal 9.87B language model ($k_n = 0.3$).
@@ -57,7 +57,7 @@ The dataset is comprised of a filtered mixture of open-source large-scale datase
#### Training Details
Please refer to the provided YAML configuration file [`stablelm-3b-4e1t.yml`](./configs/stablelm-3b-4e1t.yml) for complete hyperparameter settings and the [technical report](https://stability.wandb.io/stability-llm/stable-lm/reports/StableLM-3B-4E1T--VmlldzoyMjU4) for further details.
Please refer to the provided YAML configuration file [`stablelm-3b-4e1t.yml`](./configs/stablelm-3b-4e1t.yml) for complete hyperparameter settings and the [technical report](https://stability.wandb.io/stability-llm/stable-lm/reports/StableLM-3B-4E1T--VmlldzoyMjU4?accessToken=u3zujipenkx5g7rtcj9qojjgxpconyjktjkli2po09nffrffdhhchq045vp0wyfo) for further details.
#### Downstream Results