Instructions to use LLMWildling/gemma-4-180b-a42b-coder-canopy with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use LLMWildling/gemma-4-180b-a42b-coder-canopy with Transformers:

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

pipe = pipeline("text-generation", model="LLMWildling/gemma-4-180b-a42b-coder-canopy")
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)

# pip install -U transformers accelerate
# Load model directly
from transformers import AutoProcessor, AutoModelForMultimodalLM

processor = AutoProcessor.from_pretrained("LLMWildling/gemma-4-180b-a42b-coder-canopy")
model = AutoModelForMultimodalLM.from_pretrained("LLMWildling/gemma-4-180b-a42b-coder-canopy", 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=256)
print(processor.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use LLMWildling/gemma-4-180b-a42b-coder-canopy with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "LLMWildling/gemma-4-180b-a42b-coder-canopy"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "LLMWildling/gemma-4-180b-a42b-coder-canopy",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/LLMWildling/gemma-4-180b-a42b-coder-canopy

SGLang

How to use LLMWildling/gemma-4-180b-a42b-coder-canopy 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 "LLMWildling/gemma-4-180b-a42b-coder-canopy" \
    --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": "LLMWildling/gemma-4-180b-a42b-coder-canopy",
		"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 "LLMWildling/gemma-4-180b-a42b-coder-canopy" \
        --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": "LLMWildling/gemma-4-180b-a42b-coder-canopy",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use LLMWildling/gemma-4-180b-a42b-coder-canopy with Docker Model Runner:
```
docker model run hf.co/LLMWildling/gemma-4-180b-a42b-coder-canopy
```

gemma-4-180b-a42b-coder-canopy

Commit History

Jun 10

05:24
Update Gemma4 chat template

LLMWildling

Verified signature
f9d145f
05:24
Update Gemma4 chat template

LLMWildling

Verified signature
ee9975e

Jun 9

17:14
Add files using upload-large-folder tool

LLMWildling

Verified signature
b0be462
17:14
Add files using upload-large-folder tool

LLMWildling

Verified signature
574be82
17:13
Remove internal file model-native-merge-00120-model.language_model.layers.9.router.proj.weight.safetensors

LLMWildling

Verified signature
2df03d5
17:13
Remove internal file model-native-merge-00119-model.language_model.layers.9.router.per_expert_scale.safetensors

LLMWildling

Verified signature
98787dd
17:13
Remove internal file model-native-merge-00118-model.language_model.layers.8.router.proj.weight.safetensors

LLMWildling

Verified signature
0dca8ca
17:13
Remove internal file model-native-merge-00117-model.language_model.layers.8.router.per_expert_scale.safetensors

LLMWildling

Verified signature
6e2760a
17:13
Remove internal file model-native-merge-00116-model.language_model.layers.7.router.proj.weight.safetensors

LLMWildling

Verified signature
f6043d0
17:13
Remove internal file model-native-merge-00115-model.language_model.layers.7.router.per_expert_scale.safetensors

LLMWildling

Verified signature
8ef2b0f
17:13
Remove internal file model-native-merge-00114-model.language_model.layers.6.router.proj.weight.safetensors

LLMWildling

Verified signature
621ebbe
17:13
Remove internal file model-native-merge-00113-model.language_model.layers.6.router.per_expert_scale.safetensors

LLMWildling

Verified signature
8aaf205
17:13
Remove internal file model-native-merge-00112-model.language_model.layers.5.router.proj.weight.safetensors

LLMWildling

Verified signature
9f38c41
17:13
Remove internal file model-native-merge-00111-model.language_model.layers.5.router.per_expert_scale.safetensors

LLMWildling

Verified signature
64c9a1a
17:13
Remove internal file model-native-merge-00110-model.language_model.layers.4.router.proj.weight.safetensors

LLMWildling

Verified signature
3eb1dc2
17:13
Remove internal file model-native-merge-00109-model.language_model.layers.4.router.per_expert_scale.safetensors

LLMWildling

Verified signature
beded42
17:13
Remove internal file model-native-merge-00108-model.language_model.layers.3.router.proj.weight.safetensors

LLMWildling

Verified signature
c983e8f
17:13
Remove internal file model-native-merge-00107-model.language_model.layers.3.router.per_expert_scale.safetensors

LLMWildling

Verified signature
e1f1d19
17:13
Remove internal file model-native-merge-00106-model.language_model.layers.29.router.proj.weight.safetensors

LLMWildling

Verified signature
61c6c82
17:13
Remove internal file model-native-merge-00105-model.language_model.layers.29.router.per_expert_scale.safetensors

LLMWildling

Verified signature
64a0d22
17:13
Remove internal file model-native-merge-00104-model.language_model.layers.28.router.proj.weight.safetensors

LLMWildling

Verified signature
d354b57
17:13
Remove internal file model-native-merge-00103-model.language_model.layers.28.router.per_expert_scale.safetensors

LLMWildling

Verified signature
6103e83
17:13
Remove internal file model-native-merge-00102-model.language_model.layers.27.router.proj.weight.safetensors

LLMWildling

Verified signature
eb3da0c
17:13
Remove internal file model-native-merge-00101-model.language_model.layers.27.router.per_expert_scale.safetensors

LLMWildling

Verified signature
0cb5165
17:13
Remove internal file model-native-merge-00100-model.language_model.layers.26.router.proj.weight.safetensors

LLMWildling

Verified signature
fdc9f97
17:13
Remove internal file model-native-merge-00099-model.language_model.layers.26.router.per_expert_scale.safetensors

LLMWildling

Verified signature
1ab3af2
17:13
Remove internal file model-native-merge-00098-model.language_model.layers.25.router.proj.weight.safetensors

LLMWildling

Verified signature
98823db
17:13
Remove internal file model-native-merge-00097-model.language_model.layers.25.router.per_expert_scale.safetensors

LLMWildling

Verified signature
1a241af
17:13
Remove internal file model-native-merge-00096-model.language_model.layers.24.router.proj.weight.safetensors

LLMWildling

Verified signature
1ef5773
17:13
Remove internal file model-native-merge-00095-model.language_model.layers.24.router.per_expert_scale.safetensors

LLMWildling

Verified signature
ceac262
17:13
Remove internal file model-native-merge-00094-model.language_model.layers.23.router.proj.weight.safetensors

LLMWildling

Verified signature
9e79514
17:13
Remove internal file model-native-merge-00093-model.language_model.layers.23.router.per_expert_scale.safetensors

LLMWildling

Verified signature
652e9b7
17:13
Remove internal file model-native-merge-00092-model.language_model.layers.22.router.proj.weight.safetensors

LLMWildling

Verified signature
99e1b1b
17:13
Remove internal file model-native-merge-00091-model.language_model.layers.22.router.per_expert_scale.safetensors

LLMWildling

Verified signature
b886f0b
17:13
Remove internal file model-native-merge-00090-model.language_model.layers.21.router.proj.weight.safetensors

LLMWildling

Verified signature
029c436
17:13
Remove internal file model-native-merge-00089-model.language_model.layers.21.router.per_expert_scale.safetensors

LLMWildling

Verified signature
cae76ea
17:13
Remove internal file model-native-merge-00088-model.language_model.layers.20.router.proj.weight.safetensors

LLMWildling

Verified signature
49b2e28
17:12
Remove internal file model-native-merge-00087-model.language_model.layers.20.router.per_expert_scale.safetensors

LLMWildling

Verified signature
f119259
17:12
Remove internal file model-native-merge-00086-model.language_model.layers.2.router.proj.weight.safetensors

LLMWildling

Verified signature
9c8c3de
17:12
Remove internal file model-native-merge-00085-model.language_model.layers.2.router.per_expert_scale.safetensors

LLMWildling

Verified signature
d3e0d39
17:12
Remove internal file model-native-merge-00084-model.language_model.layers.19.router.proj.weight.safetensors

LLMWildling

Verified signature
31dfe17
17:12
Remove internal file model-native-merge-00083-model.language_model.layers.19.router.per_expert_scale.safetensors

LLMWildling

Verified signature
c6dd9b2
17:12
Remove internal file model-native-merge-00082-model.language_model.layers.18.router.proj.weight.safetensors

LLMWildling

Verified signature
e46535c
17:12
Remove internal file model-native-merge-00081-model.language_model.layers.18.router.per_expert_scale.safetensors

LLMWildling

Verified signature
6133978
17:12
Remove internal file model-native-merge-00080-model.language_model.layers.17.router.proj.weight.safetensors

LLMWildling

Verified signature
d669ca6
17:12
Remove internal file model-native-merge-00079-model.language_model.layers.17.router.per_expert_scale.safetensors

LLMWildling

Verified signature
9e91ae8
17:12
Remove internal file model-native-merge-00078-model.language_model.layers.16.router.proj.weight.safetensors

LLMWildling

Verified signature
0d1e8e9
17:12
Remove internal file model-native-merge-00077-model.language_model.layers.16.router.per_expert_scale.safetensors

LLMWildling

Verified signature
06f68c5
17:12
Remove internal file model-native-merge-00076-model.language_model.layers.15.router.proj.weight.safetensors

LLMWildling

Verified signature
3f70679
17:12
Remove internal file model-native-merge-00075-model.language_model.layers.15.router.per_expert_scale.safetensors

LLMWildling

Verified signature
26eb80e

Commit History

Jun 10

Update Gemma4 chat template

Update Gemma4 chat template

Jun 9

Add files using upload-large-folder tool

Add files using upload-large-folder tool

Remove internal file model-native-merge-00120-model.language_model.layers.9.router.proj.weight.safetensors

Remove internal file model-native-merge-00119-model.language_model.layers.9.router.per_expert_scale.safetensors

Remove internal file model-native-merge-00118-model.language_model.layers.8.router.proj.weight.safetensors

Remove internal file model-native-merge-00117-model.language_model.layers.8.router.per_expert_scale.safetensors

Remove internal file model-native-merge-00116-model.language_model.layers.7.router.proj.weight.safetensors

Remove internal file model-native-merge-00115-model.language_model.layers.7.router.per_expert_scale.safetensors

Remove internal file model-native-merge-00114-model.language_model.layers.6.router.proj.weight.safetensors

Remove internal file model-native-merge-00113-model.language_model.layers.6.router.per_expert_scale.safetensors

Remove internal file model-native-merge-00112-model.language_model.layers.5.router.proj.weight.safetensors

Remove internal file model-native-merge-00111-model.language_model.layers.5.router.per_expert_scale.safetensors

Remove internal file model-native-merge-00110-model.language_model.layers.4.router.proj.weight.safetensors

Remove internal file model-native-merge-00109-model.language_model.layers.4.router.per_expert_scale.safetensors

Remove internal file model-native-merge-00108-model.language_model.layers.3.router.proj.weight.safetensors

Remove internal file model-native-merge-00107-model.language_model.layers.3.router.per_expert_scale.safetensors

Remove internal file model-native-merge-00106-model.language_model.layers.29.router.proj.weight.safetensors

Remove internal file model-native-merge-00105-model.language_model.layers.29.router.per_expert_scale.safetensors

Remove internal file model-native-merge-00104-model.language_model.layers.28.router.proj.weight.safetensors

Remove internal file model-native-merge-00103-model.language_model.layers.28.router.per_expert_scale.safetensors

Remove internal file model-native-merge-00102-model.language_model.layers.27.router.proj.weight.safetensors

Remove internal file model-native-merge-00101-model.language_model.layers.27.router.per_expert_scale.safetensors

Remove internal file model-native-merge-00100-model.language_model.layers.26.router.proj.weight.safetensors

Remove internal file model-native-merge-00099-model.language_model.layers.26.router.per_expert_scale.safetensors

Remove internal file model-native-merge-00098-model.language_model.layers.25.router.proj.weight.safetensors

Remove internal file model-native-merge-00097-model.language_model.layers.25.router.per_expert_scale.safetensors

Remove internal file model-native-merge-00096-model.language_model.layers.24.router.proj.weight.safetensors

Remove internal file model-native-merge-00095-model.language_model.layers.24.router.per_expert_scale.safetensors

Remove internal file model-native-merge-00094-model.language_model.layers.23.router.proj.weight.safetensors

Remove internal file model-native-merge-00093-model.language_model.layers.23.router.per_expert_scale.safetensors

Remove internal file model-native-merge-00092-model.language_model.layers.22.router.proj.weight.safetensors

Remove internal file model-native-merge-00091-model.language_model.layers.22.router.per_expert_scale.safetensors

Remove internal file model-native-merge-00090-model.language_model.layers.21.router.proj.weight.safetensors

Remove internal file model-native-merge-00089-model.language_model.layers.21.router.per_expert_scale.safetensors

Remove internal file model-native-merge-00088-model.language_model.layers.20.router.proj.weight.safetensors

Remove internal file model-native-merge-00087-model.language_model.layers.20.router.per_expert_scale.safetensors

Remove internal file model-native-merge-00086-model.language_model.layers.2.router.proj.weight.safetensors

Remove internal file model-native-merge-00085-model.language_model.layers.2.router.per_expert_scale.safetensors

Remove internal file model-native-merge-00084-model.language_model.layers.19.router.proj.weight.safetensors

Remove internal file model-native-merge-00083-model.language_model.layers.19.router.per_expert_scale.safetensors

Remove internal file model-native-merge-00082-model.language_model.layers.18.router.proj.weight.safetensors

Remove internal file model-native-merge-00081-model.language_model.layers.18.router.per_expert_scale.safetensors

Remove internal file model-native-merge-00080-model.language_model.layers.17.router.proj.weight.safetensors

Remove internal file model-native-merge-00079-model.language_model.layers.17.router.per_expert_scale.safetensors

Remove internal file model-native-merge-00078-model.language_model.layers.16.router.proj.weight.safetensors

Remove internal file model-native-merge-00077-model.language_model.layers.16.router.per_expert_scale.safetensors

Remove internal file model-native-merge-00076-model.language_model.layers.15.router.proj.weight.safetensors

Remove internal file model-native-merge-00075-model.language_model.layers.15.router.per_expert_scale.safetensors