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:

# 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

License

by Alealejandrooo - opened Jul 15, 2023

Discussion

Alealejandrooo

Jul 15, 2023

Hello,
What is this model's license?
Is this open for further fine-tuning and use for commercial use?
Many thanks.

lovbor

National Library of Sweden / KBLab org Jul 17, 2023

the models are donated to the PD. Free to use, free fine tune. Referencing is appreciated (but not required), e.g. to this article: https://crl.acrl.org/index.php/crl/article/view/25748. LB

Alealejandrooo

Jul 18, 2023

Thank you!

Lauler

National Library of Sweden / KBLab org Jul 18, 2023

Model is now released under Apache 2.0. Free to use for commercial use and finetuning.

Lauler changed discussion status to closed Jul 18, 2023

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