Instructions to use OccultAI/Qliphoth-12B-v1.2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use OccultAI/Qliphoth-12B-v1.2 with Transformers:

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

pipe = pipeline("text-generation", model="OccultAI/Qliphoth-12B-v1.2")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("OccultAI/Qliphoth-12B-v1.2")
model = AutoModelForCausalLM.from_pretrained("OccultAI/Qliphoth-12B-v1.2", 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]:]))

NeMo
How to use OccultAI/Qliphoth-12B-v1.2 with NeMo:
```
# tag did not correspond to a valid NeMo domain.
```
Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use OccultAI/Qliphoth-12B-v1.2 with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "OccultAI/Qliphoth-12B-v1.2"
# 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-v1.2",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/OccultAI/Qliphoth-12B-v1.2

SGLang

How to use OccultAI/Qliphoth-12B-v1.2 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-v1.2" \
    --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-v1.2",
		"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-v1.2" \
        --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-v1.2",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use OccultAI/Qliphoth-12B-v1.2 with Docker Model Runner:
```
docker model run hf.co/OccultAI/Qliphoth-12B-v1.2
```

Naphula commited on May 29

Commit

cf0f3e6

verified ·

1 Parent(s): 0198091

Update README.md

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@@ -32,4 +32,71 @@ widget:
   - text: "Qliphoth-12B-v1.2"
     output:
       url: https://cdn-uploads.huggingface.co/production/uploads/69e46bb84df2a2575b60a527/DPIoVGOUmNBFcvsUsVNEw.png
----

   - text: "Qliphoth-12B-v1.2"
     output:
       url: https://cdn-uploads.huggingface.co/production/uploads/69e46bb84df2a2575b60a527/DPIoVGOUmNBFcvsUsVNEw.png
+---
+👾‍ Qliphoth 12B v1.2
+Experimental merge of previous `Qliphoth` versions with other finetunes and merges.
+```yaml
+architecture: MistralForCausalLM
+base_model: B:/12B/IntervitensInc--Mistral-Nemo-Base-2407-chatml
+models:
+  - model: B:/12B/SicariusSicariiStuff--Impish_Bloodmoon_12B
+    parameters:
+      pinocchio: 0.0
+  - model: B:/12B/Vortex5--Wicked-Oblivion-12B
+    parameters:
+      pinocchio: 0.0
+  - model: B:/12B/Vortex5--Nether-Moon-12B
+    parameters:
+      pinocchio: 0.0
+  - model: B:/12B/Retreatcost--Evertide-RX-12B
+    parameters:
+      pinocchio: 0.0
+  - model: B:/12B/Epiculous--Violet_Twilight-v0.2
+    parameters:
+      pinocchio: 0.0
+  - model: B:/12B/inflatebot--MN-12B-Mag-Mell-R1
+    parameters:
+      pinocchio: 0.0
+  - model: B:/12B/wave-on-discord--silly-v0.2
+    parameters:
+      pinocchio: 0.0
+  - model: B:/12B/BrainDelay--Mistral-Nemo-BlackWidow-Agony-V1
+    parameters:
+      pinocchio: 0.0
+  - model: B:/12B/OccultAI--Qliphoth-12B-v1
+    parameters:
+      pinocchio: 1.0
+  - model: B:/12B/OccultAI--Qliphoth-12B-v1.1
+    parameters:
+      pinocchio: 0.0
+  - model: B:/12B/WokeAI--Tankie-DPE-12B-SFT-v2
+    parameters:
+      pinocchio: 0.0
+  - model: B:/12B/EldritchLabs--KrakenSakura-Maelstrom-12B-v1
+    parameters:
+      pinocchio: 0.0
+  - model: B:/12B/DarkArtsForge--Savage-Sands-12B
+    parameters:
+      pinocchio: 0.0
+  - model: B:/12B/DarkArtsForge--Morbid-Miasma-12B
+    parameters:
+      pinocchio: 0.0
+  - model: B:/12B/Naphula--Ancient-Awakening-12B
+    parameters:
+      pinocchio: 0.0
+  - model: B:/12B/sleepdeprived3--Reformed-Christian-Bible-Expert-v2.1-12B
+    parameters:
+      pinocchio: 0.0
+  - model: B:/12B/LatitudeGames--Muse-12B
+    parameters:
+      pinocchio: 0.0
+merge_method: qliphoth
+dtype: float32
+out_dtype: bfloat16
+tokenizer:
+  source: base
+chat_template: "chatml"
+```