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README.md

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+---
+license: apache-2.0
+license_link: https://huggingface.co/Qwen/Qwen2.5-Coder-32B-Instruct/blob/main/LICENSE
+language:
+- en
+base_model: Qwen/Qwen2.5-Coder-32B-Instruct
+pipeline_tag: text-generation
+library_name: transformers
+tags:
+- code
+- codeqwen
+- chat
+- qwen
+- qwen-coder
+- llama-cpp
+- gguf-my-repo
+---
+
+# BenevolenceMessiah/Qwen2.5-Coder-32B-Instruct-Q6_K-GGUF
+This model was converted to GGUF format from [`Qwen/Qwen2.5-Coder-32B-Instruct`](https://huggingface.co/Qwen/Qwen2.5-Coder-32B-Instruct) 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/Qwen/Qwen2.5-Coder-32B-Instruct) 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 BenevolenceMessiah/Qwen2.5-Coder-32B-Instruct-Q6_K-GGUF --hf-file qwen2.5-coder-32b-instruct-q6_k.gguf -p "The meaning to life and the universe is"
+```
+
+### Server:
+```bash
+llama-server --hf-repo BenevolenceMessiah/Qwen2.5-Coder-32B-Instruct-Q6_K-GGUF --hf-file qwen2.5-coder-32b-instruct-q6_k.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 BenevolenceMessiah/Qwen2.5-Coder-32B-Instruct-Q6_K-GGUF --hf-file qwen2.5-coder-32b-instruct-q6_k.gguf -p "The meaning to life and the universe is"
+```
+or 
+```
+./llama-server --hf-repo BenevolenceMessiah/Qwen2.5-Coder-32B-Instruct-Q6_K-GGUF --hf-file qwen2.5-coder-32b-instruct-q6_k.gguf -c 2048
+```