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README.md

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+---
+base_model: lianghsun/Llama-3.2-Taiwan-3B
+library_name: transformers
+datasets:
+- lianghsun/tw-novel-1.1B
+- lianghsun/tw-finance-159M
+- lianghsun/tw-legal-news-24M
+- lianghsun/tw-gov-news-90M
+- lianghsun/tw-gov-556k
+- lianghsun/tw-news-551M
+- lianghsun/tw-health-43M
+- lianghsun/tw-science-24M
+- lianghsun/tw-book-43M
+- lianghsun/tw-society-88M
+- lianghsun/tw-law-article-evolution
+- lianghsun/tw-processed-judgments
+- lianghsun/tw-legal-methodology
+- lianghsun/tw-legal-qa
+- lianghsun/tw-judgment-gist
+- lianghsun/reasoning-base-20k
+- lianghsun/wikipedia-zh-filtered
+- AWeirdDev/zh-tw-pts-articles-sm
+- bhxiang/c4_calibrate_mini
+- benchang1110/pretrainedtw
+- benchang1110/sciencetw
+- intfloat/multilingual_cc_news
+language:
+- zh
+- en
+license: llama3.2
+tags:
+- ROC
+- Taiwan
+- zh-tw
+- llama-factory
+- llama-cpp
+- gguf-my-repo
+new_version: lianghsun/Llama-3.2-Taiwan-3B-Instruct
+pipeline_tag: text-generation
+widget:
+- text: 中華民國憲法第一條
+---
+
+# itlwas/Llama-3.2-Taiwan-3B-Q4_K_M-GGUF
+This model was converted to GGUF format from [`lianghsun/Llama-3.2-Taiwan-3B`](https://huggingface.co/lianghsun/Llama-3.2-Taiwan-3B) 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/lianghsun/Llama-3.2-Taiwan-3B) 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 itlwas/Llama-3.2-Taiwan-3B-Q4_K_M-GGUF --hf-file llama-3.2-taiwan-3b-q4_k_m.gguf -p "The meaning to life and the universe is"
+```
+
+### Server:
+```bash
+llama-server --hf-repo itlwas/Llama-3.2-Taiwan-3B-Q4_K_M-GGUF --hf-file llama-3.2-taiwan-3b-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 itlwas/Llama-3.2-Taiwan-3B-Q4_K_M-GGUF --hf-file llama-3.2-taiwan-3b-q4_k_m.gguf -p "The meaning to life and the universe is"
+```
+or 
+```
+./llama-server --hf-repo itlwas/Llama-3.2-Taiwan-3B-Q4_K_M-GGUF --hf-file llama-3.2-taiwan-3b-q4_k_m.gguf -c 2048
+```