Instructions to use KBLab/sentence-bert-swedish-cased with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use KBLab/sentence-bert-swedish-cased with sentence-transformers:

from sentence_transformers import SentenceTransformer

model = SentenceTransformer("KBLab/sentence-bert-swedish-cased")

sentences = [
    "Mannen åt mat.",
    "Han förtärde en närande och nyttig måltid.",
    "Det var ett sunkigt hak med ganska gott käk.",
    "Han inmundigade middagen tillsammans med ett glas rödvin.",
    "Potatischips är jättegoda.",
    "Tryck på knappen för att få tala med kundsupporten."
]
embeddings = model.encode(sentences)

similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [6, 6]

Transformers

How to use KBLab/sentence-bert-swedish-cased with Transformers:

# pip install -U transformers accelerate
# Load model directly
from transformers import AutoTokenizer, AutoModel

tokenizer = AutoTokenizer.from_pretrained("KBLab/sentence-bert-swedish-cased")
model = AutoModel.from_pretrained("KBLab/sentence-bert-swedish-cased", device_map="auto")

Inference
Notebooks
Google Colab
Kaggle
Local Apps Settings

llama.cpp

How to use KBLab/sentence-bert-swedish-cased 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 KBLab/sentence-bert-swedish-cased:BF16
# Run inference directly in the terminal:
llama cli -hf KBLab/sentence-bert-swedish-cased:BF16

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf KBLab/sentence-bert-swedish-cased:BF16
# Run inference directly in the terminal:
llama cli -hf KBLab/sentence-bert-swedish-cased:BF16

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 KBLab/sentence-bert-swedish-cased:BF16
# Run inference directly in the terminal:
./llama-cli -hf KBLab/sentence-bert-swedish-cased:BF16

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 KBLab/sentence-bert-swedish-cased:BF16
# Run inference directly in the terminal:
./build/bin/llama-cli -hf KBLab/sentence-bert-swedish-cased:BF16

Use Docker

docker model run hf.co/KBLab/sentence-bert-swedish-cased:BF16

LM Studio
Jan
Ollama
How to use KBLab/sentence-bert-swedish-cased with Ollama:
```
ollama run hf.co/KBLab/sentence-bert-swedish-cased:BF16
```
Unsloth Desktop
Docker Model Runner
How to use KBLab/sentence-bert-swedish-cased with Docker Model Runner:
```
docker model run hf.co/KBLab/sentence-bert-swedish-cased:BF16
```

Lemonade

How to use KBLab/sentence-bert-swedish-cased with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull KBLab/sentence-bert-swedish-cased:BF16

Run and chat with the model

lemonade run user.sentence-bert-swedish-cased-BF16

List all available models

lemonade list

Atomic Chat

Update README.md

by drvenabili - opened Jul 17, 2023

base: refs/heads/main

←

from: refs/pr/2

Discussion Files changed

+33

-26

drvenabili

Jul 17, 2023

Following Love's message here, I'm taking the liberty of adding the CC-BY-NC 4.0 tag in the README.md (exact license taken from the linked publication, i.e. https://crl.acrl.org/index.php/crl/article/view/25748).

This will make the license appear clearly on the model's main page :-)

Thanks for training + releasing this model!

Update README.mdb36e3d8b

drvenabili

Jul 17, 2023

This is weird, I only changed one line (the license) but the diff shows a few changes. I suspect this is because I used the browser to make the PR?

In any case, aside from the added line this doesn't seem to change anything in the way the data is presented on model page.

Lauler

National Library of Sweden / KBLab org Jul 18, 2023

I've updated the README to release the model under a more permissive license (Apache 2.0). Thanks for the PR though and for alerting us about the missing license!

Lauler changed pull request status to closed Jul 18, 2023

Upload images, audio, and videos by dragging in the text input, pasting, or clicking here.

Tap or paste here to upload images

· Sign up or log in to comment