Instructions to use huihui-ai/Huihui-Qwen3-Coder-Next-abliterated with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use huihui-ai/Huihui-Qwen3-Coder-Next-abliterated with Transformers:

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

pipe = pipeline("text-generation", model="huihui-ai/Huihui-Qwen3-Coder-Next-abliterated")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# pip install -U transformers accelerate
# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("huihui-ai/Huihui-Qwen3-Coder-Next-abliterated")
model = AutoModelForCausalLM.from_pretrained("huihui-ai/Huihui-Qwen3-Coder-Next-abliterated", 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=256)
print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use huihui-ai/Huihui-Qwen3-Coder-Next-abliterated with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "huihui-ai/Huihui-Qwen3-Coder-Next-abliterated"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "huihui-ai/Huihui-Qwen3-Coder-Next-abliterated",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/huihui-ai/Huihui-Qwen3-Coder-Next-abliterated

SGLang

How to use huihui-ai/Huihui-Qwen3-Coder-Next-abliterated 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 "huihui-ai/Huihui-Qwen3-Coder-Next-abliterated" \
    --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": "huihui-ai/Huihui-Qwen3-Coder-Next-abliterated",
		"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 "huihui-ai/Huihui-Qwen3-Coder-Next-abliterated" \
        --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": "huihui-ai/Huihui-Qwen3-Coder-Next-abliterated",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use huihui-ai/Huihui-Qwen3-Coder-Next-abliterated with Docker Model Runner:
```
docker model run hf.co/huihui-ai/Huihui-Qwen3-Coder-Next-abliterated
```

Request

by Johnblick187 - opened Apr 19

Discussion

Johnblick187

Apr 19

Would you perchance be willing to do an abliteration on the Opus Reasoning Distilled Full Finetuned version of this by samuelcardillo? I'd do it myself but I lack the hardware and it's Hybrid Architecture is fighting me with Heretic

huihui-ai

Owner Apr 20

Which link are you referring to

Johnblick187

Apr 20

https://huggingface.co/samuelcardillo/Qwen3-Coder-Next-Opus-4.6-Reasoning-Distilled

It's a full finetune

huihui-ai

Owner Apr 20

OK.

huihui-ai

Owner Apr 27

https://huggingface.co/huihui-ai/Huihui-Qwen3-Coder-Next-Opus-4.6-Reasoning-Distilled-abliterated

Johnblick187

Apr 28

Hell yeah! You're a life saver for that one lol

Johnblick187

Apr 28

So, right around the time you made this, I was actually in the middle of REAMing the original finetuned model, in the hopes that I could make it small enough to run, using the Samsung AI Lab tool and it is... not ideal, but it is functional enough to speak and produce somewhat coherent think processes

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