Instructions to use tgisaturday/Docsray with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use tgisaturday/Docsray with llama.cpp:
Install (macOS, Linux)
curl -LsSf https://llama.app/install.sh | sh # Start a local OpenAI-compatible embeddings server: llama serve -hf tgisaturday/Docsray:Q4_K_M --embeddings
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible embeddings server: llama serve -hf tgisaturday/Docsray:Q4_K_M --embeddings
Use pre-built binary
# Download pre-built binary from: # https://github.com/ggerganov/llama.cpp/releases # Start a local OpenAI-compatible embeddings server: ./llama-server -hf tgisaturday/Docsray:Q4_K_M --embeddings
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 embeddings server: ./build/bin/llama-server -hf tgisaturday/Docsray:Q4_K_M --embeddings
- LM Studio
- Jan
- Ollama
How to use tgisaturday/Docsray with Ollama:
ollama run hf.co/tgisaturday/Docsray:Q4_K_M
- Unsloth Desktop
- Docker Model Runner
How to use tgisaturday/Docsray with Docker Model Runner:
docker model run hf.co/tgisaturday/Docsray:Q4_K_M
- Lemonade
How to use tgisaturday/Docsray with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull tgisaturday/Docsray:Q4_K_M
Run and chat with the model
lemonade run user.Docsray-Q4_K_M
List all available models
lemonade list
- Atomic Chat
Commit History
-
Rename mmproj-gemma-3-27b-it-F16.gguf to gemma-3-27b-it-GGUF/mmproj-gemma-3-27b-it-F16.gguf
Verified signature1f96aea -
Rename gemma-3-27b-it-Q8_0.gguf to gemma-3-27b-it-GGUF/gemma-3-27b-it-Q8_0.gguf
Verified signaturee5965e7 -
Add files using upload-large-folder tool
Verified signaturea2b5009
-
Upload gemma-3-12b-it-GGUF/mmproj-gemma-3-12b-it-F16.gguf with huggingface_hub
Verified signatureb5827f3 -
Rename gemma3-12b-it-GGUF/gemma-3-12b-it-Q8_0.gguf to gemma-3-12b-it-GGUF/gemma-3-12b-it-Q8_0.gguf
Verified signaturea0cba77 -
Rename gemma3-12b-it-GGUF/gemma-3-12b-it-Q4_K_M.gguf to gemma-3-12b-it-GGUF/gemma-3-12b-it-Q4_K_M.gguf
Verified signaturefb07784
-
Upload gemma3-12b-it-GGUF/gemma-3-12b-it-Q8_0.gguf with huggingface_hub
Verified signature8095df3
-
Upload gemma3-12b-it-GGUF/gemma-3-12b-it-Q4_K_M.gguf with huggingface_hub
Verified signature71f78aa -
Rename https:/huggingface.co/tgisaturday/Docsray/tree/main/gemma-3-12b-it-GGUF/gemma-3-12b-it-F16.gguf to gemma-3-12b-it-GGUF/gemma-3-12b-it-F16.gguf
Verified signature9e0e1d2 -
Upload https://huggingface.co/tgisaturday/Docsray/tree/main/gemma-3-12b-it-GGUF/gemma-3-12b-it-F16.gguf with huggingface_hub
Verified signaturee40ddcb
-
Rename gemma-3-4b-it-GGUF/mmproj-gemma-3-4b-it-f16.gguf to gemma-3-4b-it-GGUF/mmproj-gemma-3-4b-it-F16.gguf
Verified signaturec570a67 -
Upload folder using huggingface_hub
Verified signature445bcfe -
Upload folder using huggingface_hub
Verified signatured7e242b -
initial commit
Verified signature15edd4f