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README.md

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+---
+license: apache-2.0
+base_model: DavidAU/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x
+language:
+- en
+pipeline_tag: text-generation
+tags:
+- merge
+- programming
+- code generation
+- code
+- coding
+- coder
+- chat
+- brainstorm
+- qwen
+- qwen3
+- qwencoder
+- brainstorm20x
+- esper
+- esper-3
+- valiant
+- valiant-labs
+- qwen-3
+- qwen-3-8b
+- 8b
+- reasoning
+- code-instruct
+- python
+- javascript
+- dev-ops
+- jenkins
+- terraform
+- scripting
+- powershell
+- azure
+- aws
+- gcp
+- cloud
+- problem-solving
+- architect
+- engineer
+- developer
+- creative
+- analytical
+- expert
+- rationality
+- conversational
+- instruct
+- llama-cpp
+- gguf-my-repo
+datasets:
+- sequelbox/Titanium2.1-DeepSeek-R1
+- sequelbox/Tachibana2-DeepSeek-R1
+- sequelbox/Raiden-DeepSeek-R1
+library_name: transformers
+---
+
+# Triangle104/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-Q5_K_M-GGUF
+This model was converted to GGUF format from [`DavidAU/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x`](https://huggingface.co/DavidAU/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x) 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/DavidAU/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x) 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 Triangle104/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-Q5_K_M-GGUF --hf-file qwen3-esper3-reasoning-coder-instruct-12b-brainstorm20x-q5_k_m.gguf -p "The meaning to life and the universe is"
+```
+
+### Server:
+```bash
+llama-server --hf-repo Triangle104/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-Q5_K_M-GGUF --hf-file qwen3-esper3-reasoning-coder-instruct-12b-brainstorm20x-q5_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/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-Q5_K_M-GGUF --hf-file qwen3-esper3-reasoning-coder-instruct-12b-brainstorm20x-q5_k_m.gguf -p "The meaning to life and the universe is"
+```
+or 
+```
+./llama-server --hf-repo Triangle104/Qwen3-Esper3-Reasoning-CODER-Instruct-12B-Brainstorm20x-Q5_K_M-GGUF --hf-file qwen3-esper3-reasoning-coder-instruct-12b-brainstorm20x-q5_k_m.gguf -c 2048
+```