Update README.md
Browse files
README.md
CHANGED
|
@@ -5,6 +5,28 @@ colorFrom: gray
|
|
| 5 |
colorTo: pink
|
| 6 |
sdk: static
|
| 7 |
pinned: false
|
|
|
|
|
|
|
| 8 |
---
|
| 9 |
|
| 10 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 5 |
colorTo: pink
|
| 6 |
sdk: static
|
| 7 |
pinned: false
|
| 8 |
+
license: apache-2.0
|
| 9 |
+
short_description: Fine-tune large models on small GPUs
|
| 10 |
---
|
| 11 |
|
| 12 |
+
# Soup
|
| 13 |
+
|
| 14 |
+
Open-source engine for fine-tuning large models on small GPUs.
|
| 15 |
+
|
| 16 |
+
**8B model fine-tuned in 3.3 GB of VRAM** — on a 4 GB RTX 3050 laptop GPU.
|
| 17 |
+
Against DeepSpeed ZeRO-3 on the same machine: **2.93x the speed, 9.7x less memory.**
|
| 18 |
+
|
| 19 |
+
Apache-2.0. Every measurement is published, including the runs that failed
|
| 20 |
+
and one explanation we posted and then retracted after measuring it.
|
| 21 |
+
|
| 22 |
+
- Repository: https://github.com/MakazhanAlpamys/Soup
|
| 23 |
+
- Benchmarks: https://github.com/MakazhanAlpamys/Soup/tree/main/benchmarks
|
| 24 |
+
- Paper: https://trysoup.dev/docs/paper
|
| 25 |
+
- Run it yourself on a free Colab T4: https://trysoup.dev/docs/layer-streaming#run-it-yourself-on-a-free-colab-t4
|
| 26 |
+
|
| 27 |
+
Install:
|
| 28 |
+
|
| 29 |
+
pip install "soup-cli[train]"
|
| 30 |
+
|
| 31 |
+
Ollama made running models something you do on your own machine.
|
| 32 |
+
We are doing that for training them.
|