README.md

---
license: apache-2.0
datasets:
- sequelbox/Celestia3-DeepSeek-R1-0528
base_model: prithivMLmods/SmolLM2-Rethink-360M
library_name: transformers
language:
- en
pipeline_tag: text-generation
tags:
- trl
- text-generation-inference
- r1
- re-think
- llama-cpp
- gguf-my-repo
---

# Triangle104/SmolLM2-Rethink-360M-Q4_K_S-GGUF
This model was converted to GGUF format from [`prithivMLmods/SmolLM2-Rethink-360M`](https://huggingface.co/prithivMLmods/SmolLM2-Rethink-360M) using llama.cpp via the ggml.ai's [GGUF-my-repo](https://huggingface.co/spaces/ggml-org/gguf-my-repo) space.
Refer to the [original model card](https://huggingface.co/prithivMLmods/SmolLM2-Rethink-360M) for more details on the model.

---
SmolLM2-Rethink-360M is an experimental lightweight reasoning model trained on the Celestia3-DeepSeek-R1-0528 dataset. Built on top of the SmolLM2-135M-Instruct architecture and scaled to 360M parameters, it is designed to enhance lightweight reasoning, logical deduction, and structured response generation—all while maintaining efficiency for resource-constrained environments.

---
## Use with llama.cpp
Install llama.cpp through brew (works on Mac and Linux)

```bash
brew install llama.cpp

```
Invoke the llama.cpp server or the CLI.

### CLI:
```bash
llama-cli --hf-repo Triangle104/SmolLM2-Rethink-360M-Q4_K_S-GGUF --hf-file smollm2-rethink-360m-q4_k_s.gguf -p "The meaning to life and the universe is"
```

### Server:
```bash
llama-server --hf-repo Triangle104/SmolLM2-Rethink-360M-Q4_K_S-GGUF --hf-file smollm2-rethink-360m-q4_k_s.gguf -c 2048
```

Note: You can also use this checkpoint directly through the [usage steps](https://github.com/ggerganov/llama.cpp?tab=readme-ov-file#usage) listed in the Llama.cpp repo as well.

Step 1: Clone llama.cpp from GitHub.
```
git clone https://github.com/ggerganov/llama.cpp
```

Step 2: Move into the llama.cpp folder and build it with `LLAMA_CURL=1` flag along with other hardware-specific flags (for ex: LLAMA_CUDA=1 for Nvidia GPUs on Linux).
```
cd llama.cpp && LLAMA_CURL=1 make
```

Step 3: Run inference through the main binary.
```
./llama-cli --hf-repo Triangle104/SmolLM2-Rethink-360M-Q4_K_S-GGUF --hf-file smollm2-rethink-360m-q4_k_s.gguf -p "The meaning to life and the universe is"
```
or 
```
./llama-server --hf-repo Triangle104/SmolLM2-Rethink-360M-Q4_K_S-GGUF --hf-file smollm2-rethink-360m-q4_k_s.gguf -c 2048
```