Instructions to use cstr/multilingual-e5-small-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use cstr/multilingual-e5-small-GGUF with llama-cpp-python:

# !pip install llama-cpp-python

from llama_cpp import Llama

llm = Llama.from_pretrained(
	repo_id="cstr/multilingual-e5-small-GGUF",
	filename="multilingual-e5-small-iq4_xs.gguf",
)

output = llm(
	"Once upon a time,",
	max_tokens=512,
	echo=True
)
print(output)

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 server with a web UI:
llama serve -hf cstr/multilingual-e5-small-GGUF:IQ4_XS
# Run inference directly in the terminal:
llama cli -hf cstr/multilingual-e5-small-GGUF:IQ4_XS

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf cstr/multilingual-e5-small-GGUF:IQ4_XS
# Run inference directly in the terminal:
llama cli -hf cstr/multilingual-e5-small-GGUF:IQ4_XS

Use pre-built binary

# Download pre-built binary from:
# https://github.com/ggerganov/llama.cpp/releases
# Start a local OpenAI-compatible server with a web UI:
./llama-server -hf cstr/multilingual-e5-small-GGUF:IQ4_XS
# Run inference directly in the terminal:
./llama-cli -hf cstr/multilingual-e5-small-GGUF:IQ4_XS

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 server with a web UI:
./build/bin/llama-server -hf cstr/multilingual-e5-small-GGUF:IQ4_XS
# Run inference directly in the terminal:
./build/bin/llama-cli -hf cstr/multilingual-e5-small-GGUF:IQ4_XS

Use Docker

docker model run hf.co/cstr/multilingual-e5-small-GGUF:IQ4_XS

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 Studio

How to use cstr/multilingual-e5-small-GGUF with Unsloth Studio:

Install Unsloth Studio (macOS, Linux, WSL)

curl -fsSL https://unsloth.ai/install.sh | sh
# Run unsloth studio
unsloth studio -H 0.0.0.0 -p 8888
# Then open http://localhost:8888 in your browser
# Search for cstr/multilingual-e5-small-GGUF to start chatting

Install Unsloth Studio (Windows)

irm https://unsloth.ai/install.ps1 | iex
# Run unsloth studio
unsloth studio -H 0.0.0.0 -p 8888
# Then open http://localhost:8888 in your browser
# Search for cstr/multilingual-e5-small-GGUF to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for cstr/multilingual-e5-small-GGUF to start chatting

Atomic Chat new
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

cstr commited on 14 days ago

Commit

612913c

verified ·

1 Parent(s): 98d7a31

q4_k +imatrix (cos_vs_f16=0.9897)

Browse files

Files changed (2) hide show

.gitattributes +1 -0
multilingual-e5-small-q4_k-imatrix.gguf +3 -0

.gitattributes CHANGED Viewed

@@ -36,3 +36,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 multilingual-e5-small-q8_0.gguf filter=lfs diff=lfs merge=lfs -text
 multilingual-e5-small.gguf filter=lfs diff=lfs merge=lfs -text
 multilingual-e5-small-q4_k.gguf filter=lfs diff=lfs merge=lfs -text

 multilingual-e5-small-q8_0.gguf filter=lfs diff=lfs merge=lfs -text
 multilingual-e5-small.gguf filter=lfs diff=lfs merge=lfs -text
 multilingual-e5-small-q4_k.gguf filter=lfs diff=lfs merge=lfs -text
+multilingual-e5-small-q4_k-imatrix.gguf filter=lfs diff=lfs merge=lfs -text

multilingual-e5-small-q4_k-imatrix.gguf ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:0066187407d1e7df836bd1feea1c2d5d84e5d22dde22c488f25286d2500b5dbd
+size 121008128