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+ ---
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+ language:
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+ - multilingual
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+ - ar
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+ - bg
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+ - ca
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+ - cs
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+ - da
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+ - de
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+ - el
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+ - en
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+ - es
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+ - et
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+ - fa
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+ - fi
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+ - fr
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+ - gl
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+ - gu
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+ - he
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+ - hi
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+ - hr
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+ - hu
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+ - hy
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+ - id
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+ - it
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+ - ja
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+ - ka
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+ - ko
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+ - ku
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+ - lt
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+ - lv
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+ - mk
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+ - mn
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+ - mr
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+ - ms
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+ - my
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+ - nb
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+ - nl
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+ - pl
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+ - pt
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+ - ro
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+ - ru
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+ - sk
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+ - sl
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+ - sq
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+ - sr
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+ - sv
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+ - th
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+ - tr
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+ - uk
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+ - ur
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+ - vi
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+ license: apache-2.0
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+ library_name: sentence-transformers
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+ tags:
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+ - sentence-transformers
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+ - feature-extraction
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+ - sentence-similarity
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+ - transformers
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+ - llama-cpp
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+ - gguf-my-repo
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+ language_bcp47:
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+ - fr-ca
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+ - pt-br
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+ - zh-cn
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+ - zh-tw
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+ pipeline_tag: sentence-similarity
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+ ---
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+
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+ # krogoldAI/paraphrase-multilingual-MiniLM-L12-v2-Q4_K_M-GGUF
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+ This model was converted to GGUF format from [`sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2`](https://huggingface.co/sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2) using llama.cpp via the ggml.ai's [GGUF-my-repo](https://huggingface.co/spaces/ggml-org/gguf-my-repo) space.
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+ Refer to the [original model card](https://huggingface.co/sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2) for more details on the model.
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+ ## Use with llama.cpp
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+
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+ Install llama.cpp through brew.
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+
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+ ```bash
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+ brew install ggerganov/ggerganov/llama.cpp
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+ ```
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+ Invoke the llama.cpp server or the CLI.
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+
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+ CLI:
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+
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+ ```bash
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+ llama-cli --hf-repo krogoldAI/paraphrase-multilingual-MiniLM-L12-v2-Q4_K_M-GGUF --model paraphrase-multilingual-minilm-l12-v2.Q4_K_M.gguf -p "The meaning to life and the universe is"
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+ ```
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+
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+ Server:
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+
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+ ```bash
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+ llama-server --hf-repo krogoldAI/paraphrase-multilingual-MiniLM-L12-v2-Q4_K_M-GGUF --model paraphrase-multilingual-minilm-l12-v2.Q4_K_M.gguf -c 2048
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+ ```
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+
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+ 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.
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+
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+ ```
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+ git clone https://github.com/ggerganov/llama.cpp && cd llama.cpp && make && ./main -m paraphrase-multilingual-minilm-l12-v2.Q4_K_M.gguf -n 128
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+ ```