Instructions to use cstr/multilingual-e5-small-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use cstr/multilingual-e5-small-GGUF with llama.cpp:
Install (macOS, Linux)
curl -LsSf https://llama.app/install.sh | sh # Start a local OpenAI-compatible embeddings server: llama serve -hf cstr/multilingual-e5-small-GGUF:IQ4_XS --embeddings
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible embeddings server: llama serve -hf cstr/multilingual-e5-small-GGUF:IQ4_XS --embeddings
Use pre-built binary
# Download pre-built binary from: # https://github.com/ggerganov/llama.cpp/releases # Start a local OpenAI-compatible embeddings server: ./llama-server -hf cstr/multilingual-e5-small-GGUF:IQ4_XS --embeddings
Build from source code
git clone https://github.com/ggerganov/llama.cpp.git cd llama.cpp cmake -B build cmake --build build -j --target llama-server llama-cli # Start a local OpenAI-compatible embeddings server: ./build/bin/llama-server -hf cstr/multilingual-e5-small-GGUF:IQ4_XS --embeddings
- LM Studio
- Jan
- Ollama
How to use cstr/multilingual-e5-small-GGUF with Ollama:
ollama run hf.co/cstr/multilingual-e5-small-GGUF:IQ4_XS
- Unsloth Desktop
- Docker Model Runner
How to use cstr/multilingual-e5-small-GGUF with Docker Model Runner:
docker model run hf.co/cstr/multilingual-e5-small-GGUF:IQ4_XS
- Lemonade
How to use cstr/multilingual-e5-small-GGUF with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull cstr/multilingual-e5-small-GGUF:IQ4_XS
Run and chat with the model
lemonade run user.multilingual-e5-small-GGUF-IQ4_XS
List all available models
lemonade list
- Atomic Chat
Commit History
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Fix file table: real sizes (were all 0 MB) + add iq4_xs / imatrix files
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docs: add provenance / EU AI Act Art. 53 note
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importance matrix (calibration)
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A/B summary (cos vs gold)
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iq4_xs +imatrix (cos_vs_f16=0.9923)
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q4_k +imatrix (cos_vs_f16=0.9897)
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Update README with Ollama instructions and quality metrics
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Add multilingual-e5-small-q4_k.gguf (Ollama-compatible)
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Update Q8_0 GGUF with Ollama-compatible tensor names and metadata
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Update F32 GGUF with Ollama-compatible tensor names and metadata
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Add multilingual-e5-small-q4_k.gguf
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Add model card for multilingual-e5-small GGUF
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Add multilingual-e5-small-q8_0.gguf
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Add multilingual-e5-small-q4_k.gguf
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Add model card for multilingual-e5-small GGUF
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Add multilingual-e5-small.gguf
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Add multilingual-e5-small-q8_0.gguf
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Add model card for multilingual-e5-small GGUF
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initial commit
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