Instructions to use SaisExperiments/ToastyPigeon_gemma-3-27b-experiment-storyteller-GGUF with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- llama-cpp-python
How to use SaisExperiments/ToastyPigeon_gemma-3-27b-experiment-storyteller-GGUF with llama-cpp-python:
# !pip install llama-cpp-python from llama_cpp import Llama llm = Llama.from_pretrained( repo_id="SaisExperiments/ToastyPigeon_gemma-3-27b-experiment-storyteller-GGUF", filename="gemma-3-27B-experiment-storyteller-IQ2_M.gguf", )
llm.create_chat_completion( messages = "No input example has been defined for this model task." )
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use SaisExperiments/ToastyPigeon_gemma-3-27b-experiment-storyteller-GGUF with llama.cpp:
Install from brew
brew install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama-server -hf SaisExperiments/ToastyPigeon_gemma-3-27b-experiment-storyteller-GGUF:Q4_K_M # Run inference directly in the terminal: llama-cli -hf SaisExperiments/ToastyPigeon_gemma-3-27b-experiment-storyteller-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 SaisExperiments/ToastyPigeon_gemma-3-27b-experiment-storyteller-GGUF:Q4_K_M # Run inference directly in the terminal: llama-cli -hf SaisExperiments/ToastyPigeon_gemma-3-27b-experiment-storyteller-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 SaisExperiments/ToastyPigeon_gemma-3-27b-experiment-storyteller-GGUF:Q4_K_M # Run inference directly in the terminal: ./llama-cli -hf SaisExperiments/ToastyPigeon_gemma-3-27b-experiment-storyteller-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 SaisExperiments/ToastyPigeon_gemma-3-27b-experiment-storyteller-GGUF:Q4_K_M # Run inference directly in the terminal: ./build/bin/llama-cli -hf SaisExperiments/ToastyPigeon_gemma-3-27b-experiment-storyteller-GGUF:Q4_K_M
Use Docker
docker model run hf.co/SaisExperiments/ToastyPigeon_gemma-3-27b-experiment-storyteller-GGUF:Q4_K_M
- LM Studio
- Jan
- Ollama
How to use SaisExperiments/ToastyPigeon_gemma-3-27b-experiment-storyteller-GGUF with Ollama:
ollama run hf.co/SaisExperiments/ToastyPigeon_gemma-3-27b-experiment-storyteller-GGUF:Q4_K_M
- Unsloth Studio
How to use SaisExperiments/ToastyPigeon_gemma-3-27b-experiment-storyteller-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 SaisExperiments/ToastyPigeon_gemma-3-27b-experiment-storyteller-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 SaisExperiments/ToastyPigeon_gemma-3-27b-experiment-storyteller-GGUF to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required # Open https://huggingface.co/spaces/unsloth/studio in your browser # Search for SaisExperiments/ToastyPigeon_gemma-3-27b-experiment-storyteller-GGUF to start chatting
- Atomic Chat new
- Docker Model Runner
How to use SaisExperiments/ToastyPigeon_gemma-3-27b-experiment-storyteller-GGUF with Docker Model Runner:
docker model run hf.co/SaisExperiments/ToastyPigeon_gemma-3-27b-experiment-storyteller-GGUF:Q4_K_M
- Lemonade
How to use SaisExperiments/ToastyPigeon_gemma-3-27b-experiment-storyteller-GGUF with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull SaisExperiments/ToastyPigeon_gemma-3-27b-experiment-storyteller-GGUF:Q4_K_M
Run and chat with the model
lemonade run user.ToastyPigeon_gemma-3-27b-experiment-storyteller-GGUF-Q4_K_M
List all available models
lemonade list
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 SaisExperiments/ToastyPigeon_gemma-3-27b-experiment-storyteller-GGUF to start chattingUsing HuggingFace Spaces for Unsloth
# No setup required# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for SaisExperiments/ToastyPigeon_gemma-3-27b-experiment-storyteller-GGUF to start chattingSaisExperiments/ToastyPigeon_gemma-3-27b-storyteller-GGUF
Quantization Overview
GGUF files ahead! This repository holds GGUF quantized versions derived from the storyteller model: ToastyPigeon/gemma-3-27b-experiment-storyteller.
Quantization executed by SaisExperiments.
Base Model Blueprint
Need the full schematics? original model card. Consult it for no details at all x3.
Input Protocol (Instruct Format)
Feed instructions using the standard Gemma 2/3 instruct format. Structure is critical. Adhere strictly to the tokens. An optional system role might be recognized depending on the base fine-tune.
<start_of_turn>system
{optional system prompt here}<end_of_turn>
<start_of_turn>user
{User messages. You can also place the system prompt here.}<end_of_turn>
<start_of_turn>model
{Model's response}<end_of_turn>
Mandate: Follow the format precisely. Deviations compromise output integrity.
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Install Unsloth Studio (macOS, Linux, WSL)
# Run unsloth studio unsloth studio -H 0.0.0.0 -p 8888 # Then open http://localhost:8888 in your browser # Search for SaisExperiments/ToastyPigeon_gemma-3-27b-experiment-storyteller-GGUF to start chatting