mlabonne / SmolGRPO-135M

huggingface.co
Total runs: 7
24-hour runs: 0
7-day runs: 0
30-day runs: -5
Model's Last Updated: February 26 2025
text-generation

Introduction of SmolGRPO-135M

Model Details of SmolGRPO-135M

SmolGRPO-135M

This is a fine-tune of HuggingFaceTB/SmolLM2-135M-Instruct using GRPO on mlabonne/smoltldr (2k samples). It is designed to summarize Reddit posts using ~50 characters.

You can reproduce this training using this colab notebook . It takes about 40 minutes to train the model.

Takeaways from these experiments :

  • Adding a system prompt like "Summarize the following text concisely" doesn't help
  • You can get faster convergence with a higher learning rate and fewer samples, but it's prone to overshooting your target.
  • I tried many reward functions to play with reward shaping but it didn't seem to help
Example

Input:

SUBREDDIT: r/Advice

TITLE: I have big dreams and goals, but they are kind of cloudy.[m20]

POST: I live at home with my family right now and I don't go to school. I went to college for a year and decided to stop. My best friend convinced me that I don't need college to do what I want to do. Besides, I hated taking classes I wasn't interested in. The things I want to do in life (I know it seems like too much) included producing music, making a cartoon, making comics, designing clothes and shoes, and other smaller things related to that. I grew up with a good family with a father that had similar dreams. He niw has a job he's been working for 20+ years that he doesn't like. I too am afraid of falling into that path. I've been pretty down and frustrated and feeling things are quite impossible although I know there's always hope. I don't really want to do anything else, but I'm stuck. I'll be pretty down for a week, then by the next week I'm in high spirits with a game plan that always fails. I've been doing this for quite a while now. My parents are starting to get on my case now and when they ask what I'm gonna do in life I don't know how to respond. Maybe I should try looking for lessons in nyc to get me out of the house? I practice drawing and making music a lot, but I can never feel satisfied and feel like I'm moving in the right direction. Everything seems like a scary cycle of ups and downs. I have faith I can turn it around, but I just don't know how.

TL;DR:

Output:

I have big dreams and goals, but they are kind of cloudy. I'm going to try to figure out a plan to get out of that house, but I'm not sure what that plan will be.

Runs of mlabonne SmolGRPO-135M on huggingface.co

7
Total runs
0
24-hour runs
0
3-day runs
0
7-day runs
-5
30-day runs

More Information About SmolGRPO-135M huggingface.co Model

SmolGRPO-135M huggingface.co

SmolGRPO-135M huggingface.co is an AI model on huggingface.co that provides SmolGRPO-135M's model effect (), which can be used instantly with this mlabonne SmolGRPO-135M model. huggingface.co supports a free trial of the SmolGRPO-135M model, and also provides paid use of the SmolGRPO-135M. Support call SmolGRPO-135M model through api, including Node.js, Python, http.

SmolGRPO-135M huggingface.co Url

https://huggingface.co/mlabonne/SmolGRPO-135M

mlabonne SmolGRPO-135M online free

SmolGRPO-135M huggingface.co is an online trial and call api platform, which integrates SmolGRPO-135M's modeling effects, including api services, and provides a free online trial of SmolGRPO-135M, you can try SmolGRPO-135M online for free by clicking the link below.

mlabonne SmolGRPO-135M online free url in huggingface.co:

https://huggingface.co/mlabonne/SmolGRPO-135M

SmolGRPO-135M install

SmolGRPO-135M is an open source model from GitHub that offers a free installation service, and any user can find SmolGRPO-135M on GitHub to install. At the same time, huggingface.co provides the effect of SmolGRPO-135M install, users can directly use SmolGRPO-135M installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

SmolGRPO-135M install url in huggingface.co:

https://huggingface.co/mlabonne/SmolGRPO-135M

Url of SmolGRPO-135M

SmolGRPO-135M huggingface.co Url

Provider of SmolGRPO-135M huggingface.co

mlabonne
ORGANIZATIONS

Other API from mlabonne

huggingface.co

Total runs: 156
Run Growth: -18
Growth Rate: -11.54%
Updated:March 04 2024
huggingface.co

Total runs: 133
Run Growth: -39
Growth Rate: -28.26%
Updated:March 04 2024
huggingface.co

Total runs: 65
Run Growth: -11
Growth Rate: -16.92%
Updated:March 04 2024