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README.md

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+---
+base_model: prithivMLmods/Tureis-Qwen3_QWQ-4B-Exp
+datasets:
+- xl-zhao/PromptCoT-QwQ-Dataset
+- qingy2024/QwQ-LongCoT-Verified-130K
+- PowerInfer/QWQ-LONGCOT-500K
+- Magpie-Align/Magpie-Reasoning-V2-250K-CoT-QwQ
+language:
+- en
+library_name: transformers
+license: apache-2.0
+pipeline_tag: text-generation
+tags:
+- math
+- cot
+- moe
+- code
+- text-generation-inference
+- llama-cpp
+- gguf-my-repo
+---
+
+# prithivMLmods/Tureis-Qwen3_QWQ-4B-Exp-Q4_K_S-GGUF
+This model was converted to GGUF format from [`prithivMLmods/Tureis-Qwen3_QWQ-4B-Exp`](https://huggingface.co/prithivMLmods/Tureis-Qwen3_QWQ-4B-Exp) 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/Tureis-Qwen3_QWQ-4B-Exp) for more details on the model.
+
+## 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 prithivMLmods/Tureis-Qwen3_QWQ-4B-Exp-Q4_K_S-GGUF --hf-file tureis-qwen3_qwq-4b-exp-q4_k_s.gguf -p "The meaning to life and the universe is"
+```
+
+### Server:
+```bash
+llama-server --hf-repo prithivMLmods/Tureis-Qwen3_QWQ-4B-Exp-Q4_K_S-GGUF --hf-file tureis-qwen3_qwq-4b-exp-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 prithivMLmods/Tureis-Qwen3_QWQ-4B-Exp-Q4_K_S-GGUF --hf-file tureis-qwen3_qwq-4b-exp-q4_k_s.gguf -p "The meaning to life and the universe is"
+```
+or 
+```
+./llama-server --hf-repo prithivMLmods/Tureis-Qwen3_QWQ-4B-Exp-Q4_K_S-GGUF --hf-file tureis-qwen3_qwq-4b-exp-q4_k_s.gguf -c 2048
+```