Pixtral-Large-Instruct-2411-hf

Instructions to use EnlistedGhost/Pixtral-Large-Instruct-2411-hf with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use EnlistedGhost/Pixtral-Large-Instruct-2411-hf with Transformers:

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

pipe = pipeline("image-text-to-text", model="EnlistedGhost/Pixtral-Large-Instruct-2411-hf")
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("EnlistedGhost/Pixtral-Large-Instruct-2411-hf")
model = AutoModelForMultimodalLM.from_pretrained("EnlistedGhost/Pixtral-Large-Instruct-2411-hf", 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 EnlistedGhost/Pixtral-Large-Instruct-2411-hf with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Install mistral-common:
pip install --upgrade mistral-common
# Start the vLLM server:
vllm serve "EnlistedGhost/Pixtral-Large-Instruct-2411-hf" --tokenizer_mode mistral --config_format mistral --load_format mistral --tool-call-parser mistral --enable-auto-tool-choice
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "EnlistedGhost/Pixtral-Large-Instruct-2411-hf",
		"messages": [
			{
				"role": "user",
				"content": [
					{
						"type": "text",
						"text": "Describe this image in one sentence."
					},
					{
						"type": "image_url",
						"image_url": {
							"url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg"
						}
					}
				]
			}
		]
	}'

Use Docker

docker model run hf.co/EnlistedGhost/Pixtral-Large-Instruct-2411-hf

SGLang

How to use EnlistedGhost/Pixtral-Large-Instruct-2411-hf 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 "EnlistedGhost/Pixtral-Large-Instruct-2411-hf" \
    --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": "EnlistedGhost/Pixtral-Large-Instruct-2411-hf",
		"messages": [
			{
				"role": "user",
				"content": [
					{
						"type": "text",
						"text": "Describe this image in one sentence."
					},
					{
						"type": "image_url",
						"image_url": {
							"url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg"
						}
					}
				]
			}
		]
	}'

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 "EnlistedGhost/Pixtral-Large-Instruct-2411-hf" \
        --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": "EnlistedGhost/Pixtral-Large-Instruct-2411-hf",
		"messages": [
			{
				"role": "user",
				"content": [
					{
						"type": "text",
						"text": "Describe this image in one sentence."
					},
					{
						"type": "image_url",
						"image_url": {
							"url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg"
						}
					}
				]
			}
		]
	}'

Docker Model Runner
How to use EnlistedGhost/Pixtral-Large-Instruct-2411-hf with Docker Model Runner:
```
docker model run hf.co/EnlistedGhost/Pixtral-Large-Instruct-2411-hf
```

EnlistedGhost commited on Sep 20

Commit

4d7b632

verified ·

1 Parent(s): 6f9bdc8

Initial Upload Batch_08 of Safetensor File(s)

Browse files

Files changed (7) hide show

.gitattributes +6 -0
model-00043-of-00052.safetensors +3 -0
model-00044-of-00052.safetensors +3 -0
model-00045-of-00052.safetensors +3 -0
model-00046-of-00052.safetensors +3 -0
model-00047-of-00052.safetensors +3 -0
model-00050-of-00052.safetensors +3 -0

.gitattributes CHANGED Viewed

@@ -40,3 +40,9 @@ model-00039-of-00052.safetensors filter=lfs diff=lfs merge=lfs -text
 model-00040-of-00052.safetensors filter=lfs diff=lfs merge=lfs -text
 model-00041-of-00052.safetensors filter=lfs diff=lfs merge=lfs -text
 model-00042-of-00052.safetensors filter=lfs diff=lfs merge=lfs -text

 model-00040-of-00052.safetensors filter=lfs diff=lfs merge=lfs -text
 model-00041-of-00052.safetensors filter=lfs diff=lfs merge=lfs -text
 model-00042-of-00052.safetensors filter=lfs diff=lfs merge=lfs -text
+model-00043-of-00052.safetensors filter=lfs diff=lfs merge=lfs -text
+model-00044-of-00052.safetensors filter=lfs diff=lfs merge=lfs -text
+model-00045-of-00052.safetensors filter=lfs diff=lfs merge=lfs -text
+model-00046-of-00052.safetensors filter=lfs diff=lfs merge=lfs -text
+model-00047-of-00052.safetensors filter=lfs diff=lfs merge=lfs -text
+model-00050-of-00052.safetensors filter=lfs diff=lfs merge=lfs -text

model-00043-of-00052.safetensors ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:2390076a1035012086880648ee9cbc9a6f3407ac411bf79ebef557641964fc69
+size 4831889376

model-00044-of-00052.safetensors ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:785ba85d22ecc3d3b6b62dbcb1e843e57fa57bf0bba7877e15f5d3fda9f6100f
+size 4831938792

model-00045-of-00052.safetensors ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:9f6470663d2e7c12a1af0f1c54fb2fb5176de2d47de0e6ee06bb652738ee3421
+size 4831938800

model-00046-of-00052.safetensors ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:0f28328f36a9ac4a470716488589812b656badad04877e4bfec2288660771fd9
+size 4882270040

model-00047-of-00052.safetensors ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:4450bdb8aac77ef388cb192dbd78a949aa18d7e2800ce112d00894a31466b7ec
+size 4831889376

model-00050-of-00052.safetensors ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:7f82b2ff1de31179a329a70ca8bba032f07920136307cc664ddb638557f50e57
+size 4882270040