Instructions to use Vortex5/MegaMoon-Karcher-12B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use Vortex5/MegaMoon-Karcher-12B with Transformers:

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

pipe = pipeline("text-generation", model="Vortex5/MegaMoon-Karcher-12B")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForMultimodalLM

tokenizer = AutoTokenizer.from_pretrained("Vortex5/MegaMoon-Karcher-12B")
model = AutoModelForMultimodalLM.from_pretrained("Vortex5/MegaMoon-Karcher-12B")
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 Vortex5/MegaMoon-Karcher-12B with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "Vortex5/MegaMoon-Karcher-12B"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "Vortex5/MegaMoon-Karcher-12B",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/Vortex5/MegaMoon-Karcher-12B

SGLang

How to use Vortex5/MegaMoon-Karcher-12B 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 "Vortex5/MegaMoon-Karcher-12B" \
    --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": "Vortex5/MegaMoon-Karcher-12B",
		"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 "Vortex5/MegaMoon-Karcher-12B" \
        --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": "Vortex5/MegaMoon-Karcher-12B",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use Vortex5/MegaMoon-Karcher-12B with Docker Model Runner:
```
docker model run hf.co/Vortex5/MegaMoon-Karcher-12B
```

MegaMoon-Karcher-12B / README.md

Vortex5

Update README.md

8a5dc21 verified 8 months ago

preview code

raw

history blame contribute delete

3.3 kB

	---
	base_model:
	- yamatazen/NeonMaid-12B-v2
	- Epiculous/Violet_Twilight-v0.2
	- Vortex5/Moonlit-Shadow-12B
	- LatitudeGames/Wayfarer-12B
	- anthracite-org/magnum-v4-12b
	- Vortex5/Harmonic-Moon-12B
	- SicariusSicariiStuff/Impish_Nemo_12B
	- LatitudeGames/Muse-12B
	- inflatebot/MN-12B-Mag-Mell-R1
	- Vortex5/Crystal-Moon-12B
	- Vortex5/Lunar-Nexus-12B
	- Nitral-AI/Captain-Eris_Violet-V0.420-12B
	- Vortex5/Poetic-Rune-12B
	- nothingiisreal/MN-12B-Celeste-V1.9
	- crestf411/MN-Slush
	- PocketDoc/Dans-SakuraKaze-V1.0.0-12b
	library_name: transformers
	tags:
	- mergekit
	- merge
	- roleplay
	---
	![ComfyUI_00137_](https://cdn-uploads.huggingface.co/production/uploads/6669a3a617b838fda45637b8/_n355Q-gQG-NFHX4naeiT.png)

	# MegaMoon-Karcher-12B

	This is a merge of pre-trained language models created using [mergekit](https://github.com/cg123/mergekit).

	## Merge Details
	### Merge Method

	This model was merged using the [Karcher Mean](https://en.wikipedia.org/wiki/Karcher_mean) merge method.

	### Models Merged

	The following models were included in the merge:
	* [yamatazen/NeonMaid-12B-v2](https://huggingface.co/yamatazen/NeonMaid-12B-v2)
	* [Epiculous/Violet_Twilight-v0.2](https://huggingface.co/Epiculous/Violet_Twilight-v0.2)
	* [Vortex5/Moonlit-Shadow-12B](https://huggingface.co/Vortex5/Moonlit-Shadow-12B)
	* [LatitudeGames/Wayfarer-12B](https://huggingface.co/LatitudeGames/Wayfarer-12B)
	* [anthracite-org/magnum-v4-12b](https://huggingface.co/anthracite-org/magnum-v4-12b)
	* [Vortex5/Harmonic-Moon-12B](https://huggingface.co/Vortex5/Harmonic-Moon-12B)
	* [SicariusSicariiStuff/Impish_Nemo_12B](https://huggingface.co/SicariusSicariiStuff/Impish_Nemo_12B)
	* [LatitudeGames/Muse-12B](https://huggingface.co/LatitudeGames/Muse-12B)
	* [inflatebot/MN-12B-Mag-Mell-R1](https://huggingface.co/inflatebot/MN-12B-Mag-Mell-R1)
	* [Vortex5/Crystal-Moon-12B](https://huggingface.co/Vortex5/Crystal-Moon-12B)
	* [Vortex5/Lunar-Nexus-12B](https://huggingface.co/Vortex5/Lunar-Nexus-12B)
	* [Nitral-AI/Captain-Eris_Violet-V0.420-12B](https://huggingface.co/Nitral-AI/Captain-Eris_Violet-V0.420-12B)
	* [Vortex5/Poetic-Rune-12B](https://huggingface.co/Vortex5/Poetic-Rune-12B)
	* [nothingiisreal/MN-12B-Celeste-V1.9](https://huggingface.co/nothingiisreal/MN-12B-Celeste-V1.9)
	* [crestf411/MN-Slush](https://huggingface.co/crestf411/MN-Slush)
	* [PocketDoc/Dans-SakuraKaze-V1.0.0-12b](https://huggingface.co/PocketDoc/Dans-SakuraKaze-V1.0.0-12b)

	### Configuration

	The following YAML configuration was used to produce this model:

	```yaml

	models:
	- model: LatitudeGames/Muse-12B
	- model: anthracite-org/magnum-v4-12b
	- model: yamatazen/NeonMaid-12B-v2
	- model: SicariusSicariiStuff/Impish_Nemo_12B
	- model: crestf411/MN-Slush
	- model: Epiculous/Violet_Twilight-v0.2
	- model: LatitudeGames/Wayfarer-12B
	- model: inflatebot/MN-12B-Mag-Mell-R1
	- model: nothingiisreal/MN-12B-Celeste-V1.9
	- model: Nitral-AI/Captain-Eris_Violet-V0.420-12B
	- model: PocketDoc/Dans-SakuraKaze-V1.0.0-12b
	- model: Vortex5/Poetic-Rune-12B
	- model: Vortex5/Lunar-Nexus-12B
	- model: Vortex5/Harmonic-Moon-12B
	- model: Vortex5/Crystal-Moon-12B
	- model: Vortex5/Lunar-Nexus-12B
	- model: Vortex5/Moonlit-Shadow-12B
	merge_method: karcher
	dtype: bfloat16
	parameters:
	tol: 1e-10
	max_iter: 999
	tokenizer:
	source: union

	```