README.md

---
license: apache-2.0
datasets:
- MiniMaxAI/SynLogic
language:
- en
base_model: prithivMLmods/Megatron-Bots-1.7B-Reasoning
pipeline_tag: text-generation
library_name: transformers
tags:
- text-generation-inference
- code
- synlogic
- moe
- math
- llama-cpp
- gguf-my-repo
---

# Triangle104/Megatron-Bots-1.7B-Reasoning-Q4_K_M-GGUF
This model was converted to GGUF format from [`prithivMLmods/Megatron-Bots-1.7B-Reasoning`](https://huggingface.co/prithivMLmods/Megatron-Bots-1.7B-Reasoning) 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/Megatron-Bots-1.7B-Reasoning) for more details on the model.

---
Megatron-Bots-1.7B-Reasoning is a logical reasoning and general-purpose thinking model fine-tuned from Qwen3-1.7B, specifically designed for advanced reasoning tasks and analytical problem-solving. Built with data entries from the SynLogic Dataset, it excels at structured thinking, logical deduction, and comprehensive problem analysis in a compact yet powerful architecture.

---
## 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/Megatron-Bots-1.7B-Reasoning-Q4_K_M-GGUF --hf-file megatron-bots-1.7b-reasoning-q4_k_m.gguf -p "The meaning to life and the universe is"
```

### Server:
```bash
llama-server --hf-repo Triangle104/Megatron-Bots-1.7B-Reasoning-Q4_K_M-GGUF --hf-file megatron-bots-1.7b-reasoning-q4_k_m.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/Megatron-Bots-1.7B-Reasoning-Q4_K_M-GGUF --hf-file megatron-bots-1.7b-reasoning-q4_k_m.gguf -p "The meaning to life and the universe is"
```
or 
```
./llama-server --hf-repo Triangle104/Megatron-Bots-1.7B-Reasoning-Q4_K_M-GGUF --hf-file megatron-bots-1.7b-reasoning-q4_k_m.gguf -c 2048
```