Text Generation
GGUF
English
llama.cpp
bitnet
ternary
1.58-bit
quantized
q4_k_m
edge
efficient-inference
cpu
tool-calling
Instructions to use Qapdex/SLM750-Edge-1.58-bit with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- llama-cpp-python
How to use Qapdex/SLM750-Edge-1.58-bit with llama-cpp-python:
# !pip install llama-cpp-python from llama_cpp import Llama llm = Llama.from_pretrained( repo_id="Qapdex/SLM750-Edge-1.58-bit", filename="quantized_q4km.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 Qapdex/SLM750-Edge-1.58-bit 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 Qapdex/SLM750-Edge-1.58-bit:Q4_K_M_QUANT # Run inference directly in the terminal: llama cli -hf Qapdex/SLM750-Edge-1.58-bit:Q4_K_M_QUANT
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf Qapdex/SLM750-Edge-1.58-bit:Q4_K_M_QUANT # Run inference directly in the terminal: llama cli -hf Qapdex/SLM750-Edge-1.58-bit:Q4_K_M_QUANT
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 Qapdex/SLM750-Edge-1.58-bit:Q4_K_M_QUANT # Run inference directly in the terminal: ./llama-cli -hf Qapdex/SLM750-Edge-1.58-bit:Q4_K_M_QUANT
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 Qapdex/SLM750-Edge-1.58-bit:Q4_K_M_QUANT # Run inference directly in the terminal: ./build/bin/llama-cli -hf Qapdex/SLM750-Edge-1.58-bit:Q4_K_M_QUANT
Use Docker
docker model run hf.co/Qapdex/SLM750-Edge-1.58-bit:Q4_K_M_QUANT
- LM Studio
- Jan
- vLLM
How to use Qapdex/SLM750-Edge-1.58-bit with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "Qapdex/SLM750-Edge-1.58-bit" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "Qapdex/SLM750-Edge-1.58-bit", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker
docker model run hf.co/Qapdex/SLM750-Edge-1.58-bit:Q4_K_M_QUANT
- Ollama
How to use Qapdex/SLM750-Edge-1.58-bit with Ollama:
ollama run hf.co/Qapdex/SLM750-Edge-1.58-bit:Q4_K_M_QUANT
- Unsloth Studio
How to use Qapdex/SLM750-Edge-1.58-bit 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 Qapdex/SLM750-Edge-1.58-bit 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 Qapdex/SLM750-Edge-1.58-bit to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for Qapdex/SLM750-Edge-1.58-bit to start chatting
- Atomic Chat new
- Docker Model Runner
How to use Qapdex/SLM750-Edge-1.58-bit with Docker Model Runner:
docker model run hf.co/Qapdex/SLM750-Edge-1.58-bit:Q4_K_M_QUANT
- Lemonade
How to use Qapdex/SLM750-Edge-1.58-bit with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull Qapdex/SLM750-Edge-1.58-bit:Q4_K_M_QUANT
Run and chat with the model
lemonade run user.SLM750-Edge-1.58-bit-Q4_K_M_QUANT
List all available models
lemonade list
| # | |
| # Synchronize ggml changes to llama.cpp | |
| # | |
| # Usage: | |
| # | |
| # $ cd /path/to/llama.cpp | |
| # $ ./scripts/sync-ggml-am.sh -skip hash0,hash1,hash2... -C 3 | |
| # | |
| set -e | |
| sd=$(dirname $0) | |
| cd $sd/../ | |
| SRC_LLAMA=$(pwd) | |
| SRC_GGML=$(cd ../ggml; pwd) | |
| if [ ! -d $SRC_GGML ]; then | |
| echo "ggml not found at $SRC_GGML" | |
| exit 1 | |
| fi | |
| lc=$(cat $SRC_LLAMA/scripts/sync-ggml.last) | |
| echo "Syncing ggml changes since commit $lc" | |
| to_skip="" | |
| # context for git patches in number of lines | |
| ctx="8" | |
| while [ "$1" != "" ]; do | |
| case $1 in | |
| -skip ) | |
| shift | |
| to_skip=$1 | |
| ;; | |
| -C ) | |
| shift | |
| ctx=$1 | |
| ;; | |
| esac | |
| shift | |
| done | |
| cd $SRC_GGML | |
| git log --oneline $lc..HEAD | |
| git log --oneline $lc..HEAD --reverse | grep -v "(llama/[0-9]*)" | cut -d' ' -f1 > $SRC_LLAMA/ggml-commits | |
| if [ ! -s $SRC_LLAMA/ggml-commits ]; then | |
| rm -v $SRC_LLAMA/ggml-commits | |
| echo "No new commits" | |
| exit 0 | |
| fi | |
| if [ -f $SRC_LLAMA/ggml-src.patch ]; then | |
| rm -v $SRC_LLAMA/ggml-src.patch | |
| fi | |
| while read c; do | |
| if [ -n "$to_skip" ]; then | |
| if [[ $to_skip == *"$c"* ]]; then | |
| echo "Skipping $c" | |
| continue | |
| fi | |
| fi | |
| git format-patch -U${ctx} -k $c~1..$c --stdout -- \ | |
| CMakeLists.txt \ | |
| src/CMakeLists.txt \ | |
| cmake/FindSIMD.cmake \ | |
| src/ggml*.h \ | |
| src/ggml*.c \ | |
| src/ggml*.cpp \ | |
| src/ggml*.m \ | |
| src/ggml*.metal \ | |
| src/ggml*.cu \ | |
| src/ggml-cann/* \ | |
| src/ggml-cuda/* \ | |
| src/ggml-sycl/* \ | |
| src/vulkan-shaders/* \ | |
| include/ggml*.h \ | |
| tests/test-opt.cpp \ | |
| tests/test-grad0.cpp \ | |
| tests/test-quantize-fns.cpp \ | |
| tests/test-quantize-perf.cpp \ | |
| tests/test-backend-ops.cpp \ | |
| LICENSE \ | |
| scripts/gen-authors.sh \ | |
| >> $SRC_LLAMA/ggml-src.patch | |
| done < $SRC_LLAMA/ggml-commits | |
| rm -v $SRC_LLAMA/ggml-commits | |
| # delete files if empty | |
| if [ ! -s $SRC_LLAMA/ggml-src.patch ]; then | |
| rm -v $SRC_LLAMA/ggml-src.patch | |
| fi | |
| cd $SRC_LLAMA | |
| if [ -f $SRC_LLAMA/ggml-src.patch ]; then | |
| # replace PR numbers | |
| # | |
| # Subject: some text (#1234) | |
| # Subject: some text (ggml/1234) | |
| cat ggml-src.patch | sed -e 's/^Subject: \(.*\) (#\([0-9]*\))/Subject: \1 (ggml\/\2)/' > ggml-src.patch.tmp | |
| mv ggml-src.patch.tmp ggml-src.patch | |
| cat ggml-src.patch | sed -e 's/^\(.*\) (#\([0-9]*\))$/\1 (ggml\/\2)/' > ggml-src.patch.tmp | |
| mv ggml-src.patch.tmp ggml-src.patch | |
| # replace filenames: | |
| # | |
| # CMakelists.txt -> ggml/CMakeLists.txt | |
| # src/CMakeLists.txt -> ggml/src/CMakeLists.txt | |
| # cmake/FindSIMD.cmake -> ggml/cmake/FindSIMD.cmake | |
| # | |
| # src/ggml.c -> ggml/src/ggml.c | |
| # src/ggml-aarch64.c -> ggml/src/ggml-aarch64.c | |
| # src/ggml-aarch64.h -> ggml/src/ggml-aarch64.h | |
| # src/ggml-alloc.c -> ggml/src/ggml-alloc.c | |
| # src/ggml-backend-impl.h -> ggml/src/ggml-backend-impl.h | |
| # src/ggml-backend.cpp -> ggml/src/ggml-backend.cpp | |
| # src/ggml-cann/* -> ggml/src/ggml-cann/ | |
| # src/ggml-cann.cpp -> ggml/src/ggml-cann.cpp | |
| # src/ggml-common.h -> ggml/src/ggml-common.h | |
| # src/ggml-cuda/* -> ggml/src/ggml-cuda/ | |
| # src/ggml-cuda.cu -> ggml/src/ggml-cuda.cu | |
| # src/ggml-impl.h -> ggml/src/ggml-impl.h | |
| # src/ggml-kompute.cpp -> ggml/src/ggml-kompute.cpp | |
| # src/ggml-metal.m -> ggml/src/ggml-metal.m | |
| # src/ggml-quants.c -> ggml/src/ggml-quants.c | |
| # src/ggml-quants.h -> ggml/src/ggml-quants.h | |
| # src/ggml-rpc.cpp -> ggml/src/ggml-rpc.cpp | |
| # src/ggml-sycl/* -> ggml/src/ggml-sycl/ | |
| # src/ggml-sycl.cpp -> ggml/src/ggml-sycl.cpp | |
| # src/ggml-vulkan.cpp -> ggml/src/ggml-vulkan.cpp | |
| # src/vulkan-shaders/* -> ggml/src/vulkan-shaders/ | |
| # | |
| # include/ggml.h -> ggml/include/ggml.h | |
| # include/ggml-alloc.h -> ggml/include/ggml-alloc.h | |
| # include/ggml-backend.h -> ggml/include/ggml-backend.h | |
| # include/ggml-blas.h -> ggml/include/ggml-blas.h | |
| # include/ggml-cann.h -> ggml/include/ggml-cann.h | |
| # include/ggml-cuda.h -> ggml/include/ggml-cuda.h | |
| # include/ggml-kompute.h -> ggml/include/ggml-kompute.h | |
| # include/ggml-metal.h -> ggml/include/ggml-metal.h | |
| # include/ggml-rpc.h -> ggml/include/ggml-rpc.h | |
| # include/ggml-sycl.h -> ggml/include/ggml-sycl.h | |
| # include/ggml-vulkan.h -> ggml/include/ggml-vulkan.h | |
| # | |
| # tests/test-opt.cpp -> tests/test-opt.cpp | |
| # tests/test-grad0.cpp -> tests/test-grad0.cpp | |
| # tests/test-quantize-fns.cpp -> tests/test-quantize-fns.cpp | |
| # tests/test-quantize-perf.cpp -> tests/test-quantize-perf.cpp | |
| # tests/test-backend-ops.cpp -> tests/test-backend-ops.cpp | |
| # | |
| # LICENSE -> LICENSE | |
| # scripts/gen-authors.sh -> scripts/gen-authors.sh | |
| cat ggml-src.patch | sed -E \ | |
| -e 's/([[:space:]]|[ab]\/)CMakeLists.txt/\1ggml\/CMakeLists.txt/g' \ | |
| -e 's/([[:space:]]|[ab]\/)src\/CMakeLists.txt/\1ggml\/src\/CMakeLists.txt/g' \ | |
| -e 's/([[:space:]]|[ab]\/)cmake\/FindSIMD.cmake/\1ggml\/cmake\/FindSIMD.cmake/g' \ | |
| -e 's/([[:space:]]|[ab]\/)src\/ggml\.c/\1ggml\/src\/ggml.c/g' \ | |
| -e 's/([[:space:]]|[ab]\/)src\/ggml-aarch64\.c/\1ggml\/src\/ggml-aarch64.c/g' \ | |
| -e 's/([[:space:]]|[ab]\/)src\/ggml-aarch64\.h/\1ggml\/src\/ggml-aarch64.h/g' \ | |
| -e 's/([[:space:]]|[ab]\/)src\/ggml-alloc\.c/\1ggml\/src\/ggml-alloc.c/g' \ | |
| -e 's/([[:space:]]|[ab]\/)src\/ggml-backend-impl\.h/\1ggml\/src\/ggml-backend-impl.h/g' \ | |
| -e 's/([[:space:]]|[ab]\/)src\/ggml-backend\.cpp/\1ggml\/src\/ggml-backend.cpp/g' \ | |
| -e 's/([[:space:]]|[ab]\/)src\/ggml-cann\//\1ggml\/src\/ggml-cann\//g' \ | |
| -e 's/([[:space:]]|[ab]\/)src\/ggml-cann\.cpp/\1ggml\/src\/ggml-cann.cpp/g' \ | |
| -e 's/([[:space:]]|[ab]\/)src\/ggml-common\.h/\1ggml\/src\/ggml-common.h/g' \ | |
| -e 's/([[:space:]]|[ab]\/)src\/ggml-cuda\//\1ggml\/src\/ggml-cuda\//g' \ | |
| -e 's/([[:space:]]|[ab]\/)src\/ggml-cuda\.cu/\1ggml\/src\/ggml-cuda.cu/g' \ | |
| -e 's/([[:space:]]|[ab]\/)src\/ggml-impl\.h/\1ggml\/src\/ggml-impl.h/g' \ | |
| -e 's/([[:space:]]|[ab]\/)src\/ggml-kompute\.cpp/\1ggml\/src\/ggml-kompute.cpp/g' \ | |
| -e 's/([[:space:]]|[ab]\/)src\/ggml-metal\.m/\1ggml\/src\/ggml-metal.m/g' \ | |
| -e 's/([[:space:]]|[ab]\/)src\/ggml-quants\.c/\1ggml\/src\/ggml-quants.c/g' \ | |
| -e 's/([[:space:]]|[ab]\/)src\/ggml-quants\.h/\1ggml\/src\/ggml-quants.h/g' \ | |
| -e 's/([[:space:]]|[ab]\/)src\/ggml-rpc\.cpp/\1ggml\/src\/ggml-rpc.cpp/g' \ | |
| -e 's/([[:space:]]|[ab]\/)src\/ggml-sycl\//\1ggml\/src\/ggml-sycl\//g' \ | |
| -e 's/([[:space:]]|[ab]\/)src\/ggml-sycl\.cpp/\1ggml\/src\/ggml-sycl.cpp/g' \ | |
| -e 's/([[:space:]]|[ab]\/)src\/ggml-vulkan\.cpp/\1ggml\/src\/ggml-vulkan.cpp/g' \ | |
| -e 's/([[:space:]]|[ab]\/)src\/vulkan-shaders\//\1ggml\/src\/vulkan-shaders\//g' \ | |
| -e 's/([[:space:]]|[ab]\/)include\/ggml\.h/\1ggml\/include\/ggml.h/g' \ | |
| -e 's/([[:space:]]|[ab]\/)include\/ggml-alloc\.h/\1ggml\/include\/ggml-alloc.h/g' \ | |
| -e 's/([[:space:]]|[ab]\/)include\/ggml-backend\.h/\1ggml\/include\/ggml-backend.h/g' \ | |
| -e 's/([[:space:]]|[ab]\/)include\/ggml-blas\.h/\1ggml\/include\/ggml-blas.h/g' \ | |
| -e 's/([[:space:]]|[ab]\/)include\/ggml-cann\.h/\1ggml\/include\/ggml-cann.h/g' \ | |
| -e 's/([[:space:]]|[ab]\/)include\/ggml-cuda\.h/\1ggml\/include\/ggml-cuda.h/g' \ | |
| -e 's/([[:space:]]|[ab]\/)include\/ggml-kompute\.h/\1ggml\/include\/ggml-kompute.h/g' \ | |
| -e 's/([[:space:]]|[ab]\/)include\/ggml-metal\.h/\1ggml\/include\/ggml-metal.h/g' \ | |
| -e 's/([[:space:]]|[ab]\/)include\/ggml-rpc\.h/\1ggml\/include\/ggml-rpc.h/g' \ | |
| -e 's/([[:space:]]|[ab]\/)include\/ggml-sycl\.h/\1ggml\/include\/ggml-sycl.h/g' \ | |
| -e 's/([[:space:]]|[ab]\/)include\/ggml-vulkan\.h/\1ggml\/include\/ggml-vulkan.h/g' \ | |
| -e 's/([[:space:]]|[ab]\/)examples\/common\.h/\1examples\/common.h/g' \ | |
| -e 's/([[:space:]]|[ab]\/)examples\/common\.cpp/\1examples\/common.cpp/g' \ | |
| -e 's/([[:space:]]|[ab]\/)examples\/common-ggml\.h/\1examples\/common-ggml.h/g' \ | |
| -e 's/([[:space:]]|[ab]\/)examples\/common-ggml\.cpp/\1examples\/common-ggml.cpp/g' \ | |
| -e 's/([[:space:]]|[ab]\/)LICENSE/\1LICENSE/g' \ | |
| -e 's/([[:space:]]|[ab]\/)scripts\/gen-authors\.sh/\1scripts\/gen-authors.sh/g' \ | |
| > ggml-src.patch.tmp | |
| mv ggml-src.patch.tmp ggml-src.patch | |
| git am -C${ctx} ggml-src.patch | |
| rm -v $SRC_LLAMA/ggml-src.patch | |
| fi | |
| # update last commit | |
| cd $SRC_GGML | |
| git log -1 --format=%H > $SRC_LLAMA/scripts/sync-ggml.last | |
| echo "Done" | |
| exit 0 | |