Instructions to use OccultAI/Qliphoth-12B-v1 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use OccultAI/Qliphoth-12B-v1 with Transformers:

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

pipe = pipeline("text-generation", model="OccultAI/Qliphoth-12B-v1")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("OccultAI/Qliphoth-12B-v1")
model = AutoModelForCausalLM.from_pretrained("OccultAI/Qliphoth-12B-v1")
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]:]))

NeMo
How to use OccultAI/Qliphoth-12B-v1 with NeMo:
```
# tag did not correspond to a valid NeMo domain.
```
Inference
Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use OccultAI/Qliphoth-12B-v1 with vLLM:

Install from pip and serve model

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

Use Docker

docker model run hf.co/OccultAI/Qliphoth-12B-v1

SGLang

How to use OccultAI/Qliphoth-12B-v1 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 "OccultAI/Qliphoth-12B-v1" \
    --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": "OccultAI/Qliphoth-12B-v1",
		"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 "OccultAI/Qliphoth-12B-v1" \
        --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": "OccultAI/Qliphoth-12B-v1",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use OccultAI/Qliphoth-12B-v1 with Docker Model Runner:
```
docker model run hf.co/OccultAI/Qliphoth-12B-v1
```

Qliphoth-12B-v1 / README.md

Naphula

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	---
	base_model:
	- allura-org/Tlacuilo-12B
	- anthracite-org/magnum-v4-12b
	- ChaoticNeutrals/Mag-Mell-Reasoner-12B
	- dphn/dolphin-2.9.3-mistral-nemo-12b
	- Edens-Gate/nemo-erebus-lora-2152
	- Epiculous/Azure_Dusk-v0.2
	- Epiculous/Crimson_Dawn-v0.2
	- Fizzarolli/MN-12b-Rosier-v1
	- HumanLLMs/Human-Like-Mistral-Nemo-Instruct-2407
	- IIEleven11/Kalypso
	- IntervitensInc/Mistral-Nemo-Base-2407-chatml
	- jtatman/mistral_nemo_12b_reasoning_psychology_lora
	- KOOWEEYUS/BlackSheep-RP-12B
	- Lambent/Arsenic-Shahrazad-12B-v4.1
	- Lambent/Arsenic-Shahrazad-12B-v4.3.2
	- LatitudeGames/Muse-12B
	- LatitudeGames/Wayfarer-2-12B
	- mistralai/Mistral-Nemo-Instruct-2407
	- NeverSleep/Lumimaid-v0.2-12B
	- nothingiisreal/MN-12B-Celeste-V1.9
	- PocketDoc/Dans-DangerousWinds-V1.1.0-12b
	- PocketDoc/Dans-SakuraKaze-V1.0.0-12b
	- PygmalionAI/Pygmalion-3-12B
	- rAIfle/Questionable-MN-bf16
	- Retreatcost/Evertide-RX-12B
	- SicariusSicariiStuff/Impish_Bloodmoon_12B
	- sleepdeprived3/Christian-Bible-Expert-v2.0-12B
	- SuperbEmphasis/MN-12b-RP-Ink-RP-Longform
	- taozi555/MN-12B-Mag-Mell-R1-KTO
	- TheDrummer/Rocinante-X-12B-v1
	- UniLLMer/GslayerKaa
	- WokeAI/Tankie-DPE-12b-SFT
	- WokeAI/Tankie-DPE-12B-SFT-v2
	- XeyonAI/Mistral-Helcyon-Mercury-12b-v3.2
	library_name: transformers
	datasets:
	- Naphula-Archives/qliphoth_12B_minibard_bench
	- OccultAI/illuminati_imatrix_v1
	tags:
	- mergekit
	- merge
	- mistral
	- nemo
	- qliphoth
	widget:
	- text: "Qliphoth-12B-v1"
	output:
	url: https://cdn-uploads.huggingface.co/production/uploads/69e46bb84df2a2575b60a527/DPIoVGOUmNBFcvsUsVNEw.png
	---