Instructions to use Auroraventures/cipher-simpo-merged with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use Auroraventures/cipher-simpo-merged with Transformers:

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

pipe = pipeline("text-generation", model="Auroraventures/cipher-simpo-merged")
messages = [
    {
        "role": "user",
        "content": [
            {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"},
            {"type": "text", "text": "What animal is on the candy?"}
        ]
    },
]
pipe(text=messages)

# Load model directly
from transformers import AutoProcessor, AutoModelForMultimodalLM

processor = AutoProcessor.from_pretrained("Auroraventures/cipher-simpo-merged")
model = AutoModelForMultimodalLM.from_pretrained("Auroraventures/cipher-simpo-merged", device_map="auto")
messages = [
    {
        "role": "user",
        "content": [
            {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"},
            {"type": "text", "text": "What animal is on the candy?"}
        ]
    },
]
inputs = processor.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(processor.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use Auroraventures/cipher-simpo-merged with vLLM:

Install from pip and serve model

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

Use Docker

docker model run hf.co/Auroraventures/cipher-simpo-merged

SGLang

How to use Auroraventures/cipher-simpo-merged 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 "Auroraventures/cipher-simpo-merged" \
    --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": "Auroraventures/cipher-simpo-merged",
		"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 "Auroraventures/cipher-simpo-merged" \
        --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": "Auroraventures/cipher-simpo-merged",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use Auroraventures/cipher-simpo-merged with Docker Model Runner:
```
docker model run hf.co/Auroraventures/cipher-simpo-merged
```

Auroraventures commited on Apr 18

Commit

366da8c

verified ·

1 Parent(s): 2248a4f

docs: SEO-optimized model card + metadata (Apr 18 2026)

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	@@ -0,0 +1,83 @@

+---
+license: cc-by-nc-4.0
+language:
+  - en
+library_name: transformers
+pipeline_tag: text-generation
+base_model: Auroraventures/cipher-sft-merged
+tags:
+  - gemma4
+  - gemma-4-31b
+  - cipher
+  - kin
+  - simpo
+  - preference-optimization
+  - anti-slop
+  - creative-coding
+  - awwwards
+  - three.js
+  - gsap
+  - web-design
+  - text-generation
+inference: false
+---
+# Cipher SimPO 🦑⚔️
+> *The kraken learns to refuse the obvious.*
+**Cipher-SimPO-Merged** is the anti-slop checkpoint of the Cipher series. Starting from the SFT base, this model is tuned with **SimPO** (Simple Preference Optimization, [Meng et al. 2024](https://arxiv.org/abs/2405.14734)) against preference pairs where the *rejected* response is a textbook Tailwind / `lenis.stop()` / copy-paste hero and the *chosen* response is the Awwwards-grade equivalent.
+The result is a model that refuses to reach for the easy cliché.
+- 🧠 **Base:** [`Auroraventures/cipher-sft-merged`](https://huggingface.co/Auroraventures/cipher-sft-merged)
+- 🎯 **Method:** SimPO with a length-normalized preference objective, γ=0.5, β=2.0
+- 🚫 **Rejects:** `cdn.tailwindcss.com`, `lenis.stop()`, `<div class="container mx-auto">` boilerplate, Bootstrap defaults
+- ✅ **Prefers:** Bespoke CSS tokens, ScrollTrigger timelines, SplitText reveals, bespoke typography, dark-mode palettes
+- 🔀 **Continued as:** [`cipher-sft25-real-merged`](https://huggingface.co/Auroraventures/cipher-sft25-real-merged) (v3, with real scraped SFT on top)
+---
+## Quickstart
+```python
+from transformers import AutoTokenizer, AutoModelForCausalLM
+import torch
+tok = AutoTokenizer.from_pretrained("Auroraventures/cipher-simpo-merged")
+m = AutoModelForCausalLM.from_pretrained(
+    "Auroraventures/cipher-simpo-merged",
+    torch_dtype=torch.bfloat16, device_map="auto",
+)
+msgs = [
+  {"role":"system","content":"You are Cipher, the Code Kraken. Emit complete single-file HTML."},
+  {"role":"user","content":"Build a minimal dark-mode hero with GSAP stagger entry — no frameworks."},
+]
+p = tok.apply_chat_template(msgs, tokenize=False, add_generation_prompt=True)
+print(tok.decode(m.generate(**tok(p,return_tensors='pt').to(m.device), max_new_tokens=2048)[0]))
+```
+GGUF sibling: [`cipher-simpo-merged-Q4_K_M-GGUF`](https://huggingface.co/Auroraventures/cipher-simpo-merged-Q4_K_M-GGUF).
+## Slop taxonomy (what SimPO penalizes)
+| Reject | Prefer |
+|---|---|
+| `cdn.tailwindcss.com` script tag | Hand-rolled CSS tokens + `@media` |
+| `lenis.stop()` / `lenis.start()` misuse | Native Lenis on page + GSAP ScrollTrigger integration |
+| `container mx-auto` / `text-center text-white` | CSS custom properties + fluid typography |
+| Bootstrap grid | CSS Grid + `clamp()` |
+| `.fadeIn` / `.fade-up` generic utility classes | Bespoke keyframes named by intent |
+## Pipeline position
+```
+cipher-sft-merged ──► [SimPO anti-slop] ──► cipher-simpo-merged (YOU) ──► cipher-sft25-real-merged
+```
+## License
+CC-BY-NC-4.0. Base model: Gemma-4 terms apply.
+---
+*Built with 🦑 by [Aurora Ventures](https://huggingface.co/Auroraventures).*