Instructions to use FlareRebellion/WeirdCompound-v1.7-24b with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use FlareRebellion/WeirdCompound-v1.7-24b with Transformers:

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

pipe = pipeline("text-generation", model="FlareRebellion/WeirdCompound-v1.7-24b")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("FlareRebellion/WeirdCompound-v1.7-24b")
model = AutoModelForCausalLM.from_pretrained("FlareRebellion/WeirdCompound-v1.7-24b")
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]:]))

Inference
Notebooks
Google Colab
Kaggle
Local Apps

vLLM

How to use FlareRebellion/WeirdCompound-v1.7-24b with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "FlareRebellion/WeirdCompound-v1.7-24b"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "FlareRebellion/WeirdCompound-v1.7-24b",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/FlareRebellion/WeirdCompound-v1.7-24b

SGLang

How to use FlareRebellion/WeirdCompound-v1.7-24b 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 "FlareRebellion/WeirdCompound-v1.7-24b" \
    --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": "FlareRebellion/WeirdCompound-v1.7-24b",
		"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 "FlareRebellion/WeirdCompound-v1.7-24b" \
        --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": "FlareRebellion/WeirdCompound-v1.7-24b",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use FlareRebellion/WeirdCompound-v1.7-24b with Docker Model Runner:
```
docker model run hf.co/FlareRebellion/WeirdCompound-v1.7-24b
```

v1.8 when?

by TheDrummer - opened Oct 15, 2025

Discussion

TheDrummer

Oct 15, 2025

When this comes out, of course! https://huggingface.co/BeaverAI/Cydonia-24B-v4v-GGUF

FlareRebellion

Owner Oct 16, 2025

Cheers mate! No doubt, tinkering with this merge wouldn't be possible without your awesome fine tunes.

TheDrummer

Nov 17, 2025

Genuinely curious what would happen if you removed Cydonia from the mix.

FlareRebellion

Owner Nov 19, 2025

•

edited Nov 19, 2025

Genuinely curious what would happen if you removed Cydonia from the mix.

I thought this was an interesting challenge, so I gave it a shot. Basically, I kept everything the same, except I replaced Cydonia with MS3.2-The-Omega-Directive-24B-Unslop-v2.0

https://huggingface.co/FlareRebellion/BereavedCompound-v1.0-24b-GGUF (Full weights will take some time to upload.)

At the very least, it seems basically coherent. I didn't check whether some of the other models have some Cydonia in their lineage, so there might still be some leakage.

TheDrummer

Dec 11, 2025

@FlareRebellion

https://huggingface.co/TheDrummer/Magidonia-24B-v4.3
https://huggingface.co/TheDrummer/Cydonia-24B-v4.3

Check it out

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