Instructions to use doof-ferb/halong-embedding-gguf with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use doof-ferb/halong-embedding-gguf with sentence-transformers:

from sentence_transformers import SentenceTransformer

model = SentenceTransformer("doof-ferb/halong-embedding-gguf")

sentences = [
    "The weather is lovely today.",
    "It's so sunny outside!",
    "He drove to the stadium."
]
embeddings = model.encode(sentences)

similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [3, 3]

llama-cpp-python

How to use doof-ferb/halong-embedding-gguf with llama-cpp-python:

# !pip install llama-cpp-python

from llama_cpp import Llama

llm = Llama.from_pretrained(
	repo_id="doof-ferb/halong-embedding-gguf",
	filename="model-bf16.gguf",
)

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

Notebooks
Google Colab
Kaggle
Local Apps

llama.cpp

How to use doof-ferb/halong-embedding-gguf with llama.cpp:

Install from brew

brew install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf doof-ferb/halong-embedding-gguf:Q4_K_M
# Run inference directly in the terminal:
llama-cli -hf doof-ferb/halong-embedding-gguf:Q4_K_M

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama-server -hf doof-ferb/halong-embedding-gguf:Q4_K_M
# Run inference directly in the terminal:
llama-cli -hf doof-ferb/halong-embedding-gguf:Q4_K_M

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 doof-ferb/halong-embedding-gguf:Q4_K_M
# Run inference directly in the terminal:
./llama-cli -hf doof-ferb/halong-embedding-gguf:Q4_K_M

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 doof-ferb/halong-embedding-gguf:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama-cli -hf doof-ferb/halong-embedding-gguf:Q4_K_M

Use Docker

docker model run hf.co/doof-ferb/halong-embedding-gguf:Q4_K_M

LM Studio
Jan
Ollama
How to use doof-ferb/halong-embedding-gguf with Ollama:
```
ollama run hf.co/doof-ferb/halong-embedding-gguf:Q4_K_M
```

Unsloth Studio new

How to use doof-ferb/halong-embedding-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 doof-ferb/halong-embedding-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 doof-ferb/halong-embedding-gguf to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for doof-ferb/halong-embedding-gguf to start chatting

Docker Model Runner
How to use doof-ferb/halong-embedding-gguf with Docker Model Runner:
```
docker model run hf.co/doof-ferb/halong-embedding-gguf:Q4_K_M
```

Lemonade

How to use doof-ferb/halong-embedding-gguf with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull doof-ferb/halong-embedding-gguf:Q4_K_M

Run and chat with the model

lemonade run user.halong-embedding-gguf-Q4_K_M

List all available models

lemonade list

`hiieu/halong_embedding` in GGUF format

original: https://huggingface.co/hiieu/halong_embedding

quantization:

REL=b3827  # can change to a later release
wget https://github.com/ggerganov/llama.cpp/releases/download/$REL/llama-$REL-bin-ubuntu-x64.zip --content-disposition --continue &> /dev/null
wget https://github.com/ggerganov/llama.cpp/archive/refs/tags/$REL.zip                           --content-disposition --continue &> /dev/null
unzip -q llama-$REL-bin-ubuntu-x64.zip
unzip -q llama.cpp-$REL.zip
mv llama.cpp-$REL/* .
rm -r llama.cpp-$REL/ llama-$REL-bin-ubuntu-x64.zip llama.cpp-$REL.zip
pip install -q -r requirements.txt

rm -rf models/tmp/
git clone --depth=1 --single-branch https://huggingface.co/hiieu/halong_embedding models/tmp
huggingface-cli download intfloat/multilingual-e5-base sentencepiece.bpe.model --local-dir models/tmp
python convert_hf_to_gguf.py models/tmp/ --outfile model-f32.gguf --outtype f32

build/bin/llama-quantize model-f32.gguf model-f16.gguf    f16    2> /dev/null
build/bin/llama-quantize model-f32.gguf model-bf16.gguf   bf16   2> /dev/null
build/bin/llama-quantize model-f32.gguf model-q8_0.gguf   q8_0   2> /dev/null
build/bin/llama-quantize model-f32.gguf model-q6_k.gguf   q6_k   2> /dev/null
build/bin/llama-quantize model-f32.gguf model-q5_k_m.gguf q5_k_m 2> /dev/null
build/bin/llama-quantize model-f32.gguf model-q5_k_s.gguf q5_k_s 2> /dev/null
build/bin/llama-quantize model-f32.gguf model-q4_k_m.gguf q4_k_m 2> /dev/null
build/bin/llama-quantize model-f32.gguf model-q4_k_s.gguf q4_k_s 2> /dev/null

rm -rf models/yolo/
mkdir -p models/yolo
mv model-*.gguf models/yolo/
touch models/yolo/README.md
huggingface-cli upload halong-embedding-gguf models/yolo .

usage:

build/bin/llama-embedding -m model-q5_k_m.gguf -p "Cô ấy cười nói suốt cả ngày" --embd-output-format array 2> /dev/null
# OR
build/bin/llama-server --embedding -c 512 -m model-q5_k_m.gguf

Downloads last month: 64

GGUF

Model size

0.3B params

Architecture

bert

Hardware compatibility

4-bit

5-bit

6-bit

8-bit

16-bit

32-bit

Model tree for doof-ferb/halong-embedding-gguf

Base model

intfloat/multilingual-e5-base

Finetuned

contextboxai/halong_embedding

Quantized

(1)

this model

Collection including doof-ferb/halong-embedding-gguf

embedding models with vietnamese support

Collection

12 items • Updated Mar 2 • 3

hiieu/halong_embedding in GGUF format

Model tree for doof-ferb/halong-embedding-gguf

Collection including doof-ferb/halong-embedding-gguf

`hiieu/halong_embedding` in GGUF format