---
base_model: Snowflake/snowflake-arctic-embed-m-v1.5
license: apache-2.0
pipeline_tag: sentence-similarity
tags:
- sentence-transformers
- feature-extraction
- sentence-similarity
- mteb
- arctic
- snowflake-arctic-embed
- transformers.js
- llama-cpp
- gguf-my-repo
model-index:
- name: snowflake-arctic-embed-m-v1.5
  results:
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      type: mteb/arguana
      config: default
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      revision: c22ab2a51041ffd869aaddef7af8d8215647e41a
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  - task:
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      type: mteb/cqadupstack-android
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  - task:
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      name: MTEB CQADupstackPhysicsRetrieval (default)
      type: mteb/cqadupstack-physics
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  - task:
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      type: mteb/cqadupstack
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      revision: CQADupstackRetrieval is a combined dataset
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  - task:
      type: Retrieval
    dataset:
      name: MTEB CQADupstackUnixRetrieval (default)
      type: mteb/cqadupstack-unix
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  - task:
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      type: mteb/cqadupstack-wordpress
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  - task:
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  - task:
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  - task:
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  - task:
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      type: mteb/touche2020
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---

# msyukorai/snowflake-arctic-embed-m-v1.5-Q4_K_M-GGUF
This model was converted to GGUF format from [`Snowflake/snowflake-arctic-embed-m-v1.5`](https://huggingface.co/Snowflake/snowflake-arctic-embed-m-v1.5) 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/Snowflake/snowflake-arctic-embed-m-v1.5) 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 msyukorai/snowflake-arctic-embed-m-v1.5-Q4_K_M-GGUF --hf-file snowflake-arctic-embed-m-v1.5-q4_k_m.gguf -p "The meaning to life and the universe is"
```

### Server:
```bash
llama-server --hf-repo msyukorai/snowflake-arctic-embed-m-v1.5-Q4_K_M-GGUF --hf-file snowflake-arctic-embed-m-v1.5-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 msyukorai/snowflake-arctic-embed-m-v1.5-Q4_K_M-GGUF --hf-file snowflake-arctic-embed-m-v1.5-q4_k_m.gguf -p "The meaning to life and the universe is"
```
or 
```
./llama-server --hf-repo msyukorai/snowflake-arctic-embed-m-v1.5-Q4_K_M-GGUF --hf-file snowflake-arctic-embed-m-v1.5-q4_k_m.gguf -c 2048
```