---
base_model: open-thoughts/OpenThinker3-7B
datasets:
- open-thoughts/OpenThoughts3-1.2M
library_name: transformers
license: apache-2.0
tags:
- llama-factory
- full
- generated_from_trainer
- llama-cpp
- gguf-my-repo
pipeline_tag: text-generation
model-index:
- name: OpenThinker3-7B
  results: []
---

# Triangle104/OpenThinker3-7B-Q8_0-GGUF
This model was converted to GGUF format from [`open-thoughts/OpenThinker3-7B`](https://huggingface.co/open-thoughts/OpenThinker3-7B) 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/open-thoughts/OpenThinker3-7B) for more details on the model.

---
State-of-the-art open-data 7B reasoning model.

This model is a fine-tuned version of Qwen/Qwen2.5-7B-Instruct on the OpenThoughts3-1.2M dataset. It represents a notable improvement over our previous models, OpenThinker-7B and OpenThinker2-7B, and it outperforms several other strong reasoning 7B models such as DeepSeek-R1-Distill-Qwen-7B and Llama-3.1-Nemotron-Nano-8B-v1, despite being trained only with SFT, without any RL.

---
## 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/OpenThinker3-7B-Q8_0-GGUF --hf-file openthinker3-7b-q8_0.gguf -p "The meaning to life and the universe is"
```

### Server:
```bash
llama-server --hf-repo Triangle104/OpenThinker3-7B-Q8_0-GGUF --hf-file openthinker3-7b-q8_0.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/OpenThinker3-7B-Q8_0-GGUF --hf-file openthinker3-7b-q8_0.gguf -p "The meaning to life and the universe is"
```
or 
```
./llama-server --hf-repo Triangle104/OpenThinker3-7B-Q8_0-GGUF --hf-file openthinker3-7b-q8_0.gguf -c 2048
```