Instructions to use TheBloke/deepseek-coder-6.7B-base-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use TheBloke/deepseek-coder-6.7B-base-GGUF with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("TheBloke/deepseek-coder-6.7B-base-GGUF", device_map="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use TheBloke/deepseek-coder-6.7B-base-GGUF 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 TheBloke/deepseek-coder-6.7B-base-GGUF:Q4_K_M # Run inference directly in the terminal: llama cli -hf TheBloke/deepseek-coder-6.7B-base-GGUF:Q4_K_M
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf TheBloke/deepseek-coder-6.7B-base-GGUF:Q4_K_M # Run inference directly in the terminal: llama cli -hf TheBloke/deepseek-coder-6.7B-base-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 TheBloke/deepseek-coder-6.7B-base-GGUF:Q4_K_M # Run inference directly in the terminal: ./llama-cli -hf TheBloke/deepseek-coder-6.7B-base-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 TheBloke/deepseek-coder-6.7B-base-GGUF:Q4_K_M # Run inference directly in the terminal: ./build/bin/llama-cli -hf TheBloke/deepseek-coder-6.7B-base-GGUF:Q4_K_M
Use Docker
docker model run hf.co/TheBloke/deepseek-coder-6.7B-base-GGUF:Q4_K_M
- LM Studio
- Jan
- Ollama
How to use TheBloke/deepseek-coder-6.7B-base-GGUF with Ollama:
ollama run hf.co/TheBloke/deepseek-coder-6.7B-base-GGUF:Q4_K_M
- Unsloth Studio
How to use TheBloke/deepseek-coder-6.7B-base-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 TheBloke/deepseek-coder-6.7B-base-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 TheBloke/deepseek-coder-6.7B-base-GGUF to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for TheBloke/deepseek-coder-6.7B-base-GGUF to start chatting
- Atomic Chat new
- Docker Model Runner
How to use TheBloke/deepseek-coder-6.7B-base-GGUF with Docker Model Runner:
docker model run hf.co/TheBloke/deepseek-coder-6.7B-base-GGUF:Q4_K_M
- Lemonade
How to use TheBloke/deepseek-coder-6.7B-base-GGUF with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull TheBloke/deepseek-coder-6.7B-base-GGUF:Q4_K_M
Run and chat with the model
lemonade run user.deepseek-coder-6.7B-base-GGUF-Q4_K_M
List all available models
lemonade list
infill example crashes llama.cpp
#1
by mljxy - opened
I can't seem to get infill to work. The prompt is from the infill example in the original readme.
./main -m models/deepseek-coder-6.7b-base.Q8_0.gguf --verbose-prompt -p '<|fim▁begin|>def quick_sort(arr):
if len(arr) <= 1:
return arr
pivot = arr[0]
left = []
right = []
<|fim▁hole|>
if arr[i] < pivot:
left.append(arr[i])
else:
right.append(arr[i])
return quick_sort(left) + [pivot] + quick_sort(right)<|fim▁end|>'
this gives
[omitted]
system_info: n_threads = 4 / 8 | AVX = 0 | AVX2 = 0 | AVX512 = 0 | AVX512_VBMI = 0 | AVX512_VNNI = 0 | FMA = 0 | NEON = 1 | ARM_FMA = 1 | F16C = 0 | FP16_VA = 1 | WASM_SIMD = 0 | BLAS = 1 | SSE3 = 0 | SSSE3 = 0 | VSX = 0 |
libc++abi: terminating due to uncaught exception of type std::out_of_range: unordered_map::at: key not found
[1] 4796 abort ./main -m models/deepseek-coder-6.7b-base.Q8_0.gguf --verbose-prompt -p
without the verbose prompt, so I guess something's wrong during tokenization. It works without these three fim_begin/hole/end tokens.