Instructions to use fableforge-ai/FableForge-14B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use fableforge-ai/FableForge-14B with Transformers:

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

pipe = pipeline("text-generation", model="fableforge-ai/FableForge-14B")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("fableforge-ai/FableForge-14B")
model = AutoModelForCausalLM.from_pretrained("fableforge-ai/FableForge-14B", device_map="auto")
messages = [
    {"role": "user", "content": "Who are you?"},
]
inputs = tokenizer.apply_chat_template(
	messages,
	add_generation_prompt=True,
	tokenize=True,
	return_dict=True,
	return_tensors="pt",
).to(model.device)

outputs = model.generate(**inputs, max_new_tokens=40)
print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use fableforge-ai/FableForge-14B with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "fableforge-ai/FableForge-14B"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "fableforge-ai/FableForge-14B",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/fableforge-ai/FableForge-14B

SGLang

How to use fableforge-ai/FableForge-14B 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 "fableforge-ai/FableForge-14B" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "fableforge-ai/FableForge-14B",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

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 "fableforge-ai/FableForge-14B" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "fableforge-ai/FableForge-14B",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use fableforge-ai/FableForge-14B with Docker Model Runner:
```
docker model run hf.co/fableforge-ai/FableForge-14B
```

FableForge-14B / chat_template.jinja

King3Djbl

Upload chat_template.jinja with huggingface_hub

481cdab verified about 1 month ago

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	{%- if tools %}
	{{- '<\|im_start\|>system\n' }}
	{%- if messages[0]['role'] == 'system' %}
	{{- messages[0]['content'] + '\n\n' }}
	{%- endif %}
	{{- '# Tools\n' }}
	{%- if tokenizer and tokenizer.chat_template and tokenizer.chat_template.find('"tools"') != -1 %}
	{{- tokenizer.chat_template.format(tools=tools, messages=messages, add_generation_prompt=add_generation_prompt) }}
	{%- else %}
	{{- 'You may use the following tools if necessary:\n' }}
	{%- for tool in tools %}
	{{- '- ' + tool['function']['name'] + ': ' + tool['function']['description'] + '\n' }}
	{%- endfor %}
	{%- endif %}
	{{- '<\|im_end\|>\n' }}
	{%- endif %}
	{%- if not tools %}
	{%- for message in messages %}
	{%- if message['role'] == 'system' %}
	{{- '<\|im_start\|>system\n' + message['content'] + '<\|im_end\|>\n' }}
	{%- elif message['role'] == 'user' %}
	{{- '<\|im_start\|>user\n' + message['content'] + '<\|im_end\|>\n' }}
	{%- elif message['role'] == 'assistant' %}
	{{- '<\|im_start\|>assistant\n' + message['content'] + '<\|im_end\|>\n' }}
	{%- endif %}
	{%- endfor %}
	{%- endif %}
	{%- if add_generation_prompt %}
	{{- '<\|im_start\|>assistant\n' }}
	{%- endif %}