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+ ---
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+ license: mit
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+ language:
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+ - en
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+ - zh
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+ tags:
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+ - mteb
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+ - text-embeddings-inference
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+ - llama-cpp
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+ - gguf-my-repo
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+ pipeline_tag: text-classification
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+ library_name: sentence-transformers
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+ base_model: BAAI/bge-reranker-base
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+ model-index:
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+ - name: bge-reranker-base
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+ results:
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+ - task:
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+ type: Reranking
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+ dataset:
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+ name: MTEB CMedQAv1
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+ type: C-MTEB/CMedQAv1-reranking
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+ config: default
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+ split: test
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+ revision: None
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+ metrics:
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+ - type: map
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+ value: 81.27206722525007
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+ - type: mrr
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+ value: 84.14238095238095
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+ - task:
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+ type: Reranking
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+ dataset:
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+ name: MTEB CMedQAv2
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+ type: C-MTEB/CMedQAv2-reranking
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+ config: default
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+ split: test
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+ revision: None
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+ metrics:
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+ - type: map
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+ value: 84.10369934291236
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+ - type: mrr
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+ value: 86.79376984126984
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+ - task:
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+ type: Reranking
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+ dataset:
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+ name: MTEB MMarcoReranking
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+ type: C-MTEB/Mmarco-reranking
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+ config: default
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+ split: dev
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+ revision: None
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+ metrics:
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+ - type: map
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+ value: 35.4600511272538
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+ - type: mrr
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+ value: 34.60238095238095
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+ - task:
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+ type: Reranking
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+ dataset:
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+ name: MTEB T2Reranking
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+ type: C-MTEB/T2Reranking
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+ config: default
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+ split: dev
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+ revision: None
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+ metrics:
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+ - type: map
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+ value: 67.27728847727172
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+ - type: mrr
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+ value: 77.1315192743764
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+ ---
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+
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+ # xinming0111/bge-reranker-base-Q8_0-GGUF
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+ This model was converted to GGUF format from [`BAAI/bge-reranker-base`](https://huggingface.co/BAAI/bge-reranker-base) 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/BAAI/bge-reranker-base) for more details on the model.
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+
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+ ## Use with llama.cpp
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+ Install llama.cpp through brew (works on Mac and Linux)
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+
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+ ```bash
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+ brew install llama.cpp
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+
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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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+ ```bash
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+ llama-cli --hf-repo xinming0111/bge-reranker-base-Q8_0-GGUF --hf-file bge-reranker-base-q8_0.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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+ ```bash
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+ llama-server --hf-repo xinming0111/bge-reranker-base-Q8_0-GGUF --hf-file bge-reranker-base-q8_0.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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+ Step 1: Clone llama.cpp from GitHub.
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+ ```
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+ git clone https://github.com/ggerganov/llama.cpp
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+ ```
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+
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+ 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).
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+ ```
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+ cd llama.cpp && LLAMA_CURL=1 make
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+ ```
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+
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+ Step 3: Run inference through the main binary.
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+ ```
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+ ./llama-cli --hf-repo xinming0111/bge-reranker-base-Q8_0-GGUF --hf-file bge-reranker-base-q8_0.gguf -p "The meaning to life and the universe is"
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+ ```
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+ or
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+ ```
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+ ./llama-server --hf-repo xinming0111/bge-reranker-base-Q8_0-GGUF --hf-file bge-reranker-base-q8_0.gguf -c 2048
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+ ```