--- language: en license: apache-2.0 library_name: sentence-transformers tags: - sentence-transformers - feature-extraction - sentence-similarity - transformers - llama-cpp - gguf-my-repo datasets: - s2orc - flax-sentence-embeddings/stackexchange_xml - ms_marco - gooaq - yahoo_answers_topics - code_search_net - search_qa - eli5 - snli - multi_nli - wikihow - natural_questions - trivia_qa - embedding-data/sentence-compression - embedding-data/flickr30k-captions - embedding-data/altlex - embedding-data/simple-wiki - embedding-data/QQP - embedding-data/SPECTER - embedding-data/PAQ_pairs - embedding-data/WikiAnswers pipeline_tag: sentence-similarity base_model: sentence-transformers/all-MiniLM-L12-v2 --- # sheldonrobinson/all-MiniLM-L12-v2-Q8_0-GGUF This model was converted to GGUF format from [`sentence-transformers/all-MiniLM-L12-v2`](https://huggingface.co/sentence-transformers/all-MiniLM-L12-v2) 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/sentence-transformers/all-MiniLM-L12-v2) 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 sheldonrobinson/all-MiniLM-L12-v2-Q8_0-GGUF --hf-file all-minilm-l12-v2-q8_0.gguf -p "The meaning to life and the universe is" ``` ### Server: ```bash llama-server --hf-repo sheldonrobinson/all-MiniLM-L12-v2-Q8_0-GGUF --hf-file all-minilm-l12-v2-q8_0.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 sheldonrobinson/all-MiniLM-L12-v2-Q8_0-GGUF --hf-file all-minilm-l12-v2-q8_0.gguf -p "The meaning to life and the universe is" ``` or ``` ./llama-server --hf-repo sheldonrobinson/all-MiniLM-L12-v2-Q8_0-GGUF --hf-file all-minilm-l12-v2-q8_0.gguf -c 2048 ```