Instructions to use King3Djbl/FableForge-1.5B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use King3Djbl/FableForge-1.5B with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="King3Djbl/FableForge-1.5B")

# pip install -U transformers accelerate
# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("King3Djbl/FableForge-1.5B")
model = AutoModelForCausalLM.from_pretrained("King3Djbl/FableForge-1.5B", device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

llama.cpp

How to use King3Djbl/FableForge-1.5B 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 King3Djbl/FableForge-1.5B:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf King3Djbl/FableForge-1.5B:Q4_K_M

Install from WinGet (Windows)

winget install llama.cpp
# Start a local OpenAI-compatible server with a web UI:
llama serve -hf King3Djbl/FableForge-1.5B:Q4_K_M
# Run inference directly in the terminal:
llama cli -hf King3Djbl/FableForge-1.5B:Q4_K_M

Build from source code

git clone https://github.com/ggml-org/llama.cpp.git
cd llama.cpp
cmake -B build
cmake --build build -j --target llama-app
# Start a local OpenAI-compatible server with a web UI:
./build/bin/llama serve -hf King3Djbl/FableForge-1.5B:Q4_K_M
# Run inference directly in the terminal:
./build/bin/llama cli -hf King3Djbl/FableForge-1.5B:Q4_K_M

Use Docker

docker model run hf.co/King3Djbl/FableForge-1.5B:Q4_K_M

Llama new
LM Studio
Jan

vLLM

How to use King3Djbl/FableForge-1.5B with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "King3Djbl/FableForge-1.5B"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "King3Djbl/FableForge-1.5B",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/King3Djbl/FableForge-1.5B:Q4_K_M

SGLang

How to use King3Djbl/FableForge-1.5B with SGLang:

Install from pip and serve model

# Install SGLang from pip:
pip install sglang
# Start the SGLang server:
python3 -m sglang.launch_server \
    --model-path "King3Djbl/FableForge-1.5B" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "King3Djbl/FableForge-1.5B",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker images

docker run --gpus all \
    --shm-size 32g \
    -p 30000:30000 \
    -v ~/.cache/huggingface:/root/.cache/huggingface \
    --env "HF_TOKEN=<secret>" \
    --ipc=host \
    lmsysorg/sglang:latest \
    python3 -m sglang.launch_server \
        --model-path "King3Djbl/FableForge-1.5B" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "King3Djbl/FableForge-1.5B",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Ollama
How to use King3Djbl/FableForge-1.5B with Ollama:
```
ollama run hf.co/King3Djbl/FableForge-1.5B:Q4_K_M
```
Unsloth Desktop
Docker Model Runner
How to use King3Djbl/FableForge-1.5B with Docker Model Runner:
```
docker model run hf.co/King3Djbl/FableForge-1.5B:Q4_K_M
```

Lemonade

How to use King3Djbl/FableForge-1.5B with Lemonade:

Pull the model

# Download Lemonade from https://lemonade-server.ai/
lemonade pull King3Djbl/FableForge-1.5B:Q4_K_M

Run and chat with the model

lemonade run user.FableForge-1.5B-Q4_K_M

List all available models

lemonade list

Atomic Chat

King3Djbl commited on Jul 17

Commit

511aff4

verified ·

1 Parent(s): 6e85e20

docs: add cross-reference links to related models

Browse files

Files changed (1) hide show

README.md +8 -0

README.md CHANGED Viewed

@@ -88,6 +88,14 @@ This family powers a galaxy of free, interactive HF Spaces:
 - 💻 [ShellWhisperer](https://huggingface.co/spaces/King3Djbl/shellwhisperer-terminal)
 - 👻 [Ghost Writer](https://huggingface.co/spaces/fableforge-ai/ghost-writer)
 ---
 *⭐ Like & share — it helps people find the source instead of a mirror.*

 - 💻 [ShellWhisperer](https://huggingface.co/spaces/King3Djbl/shellwhisperer-terminal)
 - 👻 [Ghost Writer](https://huggingface.co/spaces/fableforge-ai/ghost-writer)
+---
+## 🔗 Related models
+- 📊 GGUF quants: [`FableForge-1.5B-GGUF`](https://huggingface.co/fableforge-ai/FableForge-1.5B-GGUF)
+- 🔄 V2 (continued pretraining): [`FableForge-1.5B-v2`](https://huggingface.co/King3Djbl/FableForge-1.5B-v2)
 ---
 *⭐ Like & share — it helps people find the source instead of a mirror.*