halong-embedding-gguf

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