Instructions to use jamesbrunet/Swift-Qwen3.8-27b-W4A16-AutoRound with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use jamesbrunet/Swift-Qwen3.8-27b-W4A16-AutoRound with Transformers:

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

pipe = pipeline("image-text-to-text", model="jamesbrunet/Swift-Qwen3.8-27b-W4A16-AutoRound")
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("jamesbrunet/Swift-Qwen3.8-27b-W4A16-AutoRound")
model = AutoModelForMultimodalLM.from_pretrained("jamesbrunet/Swift-Qwen3.8-27b-W4A16-AutoRound", 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 jamesbrunet/Swift-Qwen3.8-27b-W4A16-AutoRound with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "jamesbrunet/Swift-Qwen3.8-27b-W4A16-AutoRound"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "jamesbrunet/Swift-Qwen3.8-27b-W4A16-AutoRound",
		"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/jamesbrunet/Swift-Qwen3.8-27b-W4A16-AutoRound

SGLang

How to use jamesbrunet/Swift-Qwen3.8-27b-W4A16-AutoRound 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 "jamesbrunet/Swift-Qwen3.8-27b-W4A16-AutoRound" \
    --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": "jamesbrunet/Swift-Qwen3.8-27b-W4A16-AutoRound",
		"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 "jamesbrunet/Swift-Qwen3.8-27b-W4A16-AutoRound" \
        --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": "jamesbrunet/Swift-Qwen3.8-27b-W4A16-AutoRound",
		"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 jamesbrunet/Swift-Qwen3.8-27b-W4A16-AutoRound with Docker Model Runner:
```
docker model run hf.co/jamesbrunet/Swift-Qwen3.8-27b-W4A16-AutoRound
```

jamesbrunet commited on 20 days ago

Commit

f27c81f

verified ·

1 Parent(s): 0818bb5

Add files using upload-large-folder tool

Browse files

Files changed (29) hide show

.gitattributes +1 -0
model-00001-of-00067.safetensors +3 -0
model-00006-of-00067.safetensors +3 -0
model-00010-of-00067.safetensors +3 -0
model-00017-of-00067.safetensors +3 -0
model-00022-of-00067.safetensors +3 -0
model-00023-of-00067.safetensors +3 -0
model-00024-of-00067.safetensors +3 -0
model-00025-of-00067.safetensors +3 -0
model-00028-of-00067.safetensors +3 -0
model-00029-of-00067.safetensors +3 -0
model-00032-of-00067.safetensors +3 -0
model-00033-of-00067.safetensors +3 -0
model-00035-of-00067.safetensors +3 -0
model-00038-of-00067.safetensors +3 -0
model-00039-of-00067.safetensors +3 -0
model-00042-of-00067.safetensors +3 -0
model-00043-of-00067.safetensors +3 -0
model-00044-of-00067.safetensors +3 -0
model-00048-of-00067.safetensors +3 -0
model-00049-of-00067.safetensors +3 -0
model-00052-of-00067.safetensors +3 -0
model-00053-of-00067.safetensors +3 -0
model-00054-of-00067.safetensors +3 -0
model-00055-of-00067.safetensors +3 -0
model-00058-of-00067.safetensors +3 -0
model-00059-of-00067.safetensors +3 -0
model-00061-of-00067.safetensors +3 -0
tokenizer.json +3 -0

.gitattributes CHANGED Viewed

@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text

 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+tokenizer.json filter=lfs diff=lfs merge=lfs -text

model-00001-of-00067.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:ed7dbfbf972fe232f8dee5996349ffdf5ad5310b07321849658fb544d2282ae3
+size 198434584

model-00006-of-00067.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:b92c7e050a9a8ef198435e918cbab2cfddefdd275c5b4a1c1d7e90c0406ea1fa
+size 198434584

model-00010-of-00067.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:dae8f78e24ad6177545d84ea885df51dd985ea77564b301e375c4f6877f63d1e
+size 198434584

model-00017-of-00067.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:f5114a84edd215a2ec506ca643da9d2605b4ee72f3219dc3bde6230bd134f363
+size 198434616

model-00022-of-00067.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:d4ff032395dd05732020f4229857e0f9b6402f501e13c6408572c51ad6646721
+size 198434616

model-00023-of-00067.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:a68f820f378734b94a3989e9b2935f3bbfc5250aa45a88851529b1dca7168408
+size 198434616

model-00024-of-00067.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:9144a4d9386532465799953ac3b8635ab79b662da775dd5d87b529c1e1898bfb
+size 191963352

model-00025-of-00067.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:832cf026d9cfe95cbadd52b77b9bbd665c4fb034dfde7a4a644b1ca9bdcffdef
+size 198434616

model-00028-of-00067.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:7177ba1ee0024915aae51fc5aaf41443b3d820dd46407309d274e184b9f72ee1
+size 191963352

model-00029-of-00067.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:5c8bd808a9fb1cbd64283c495ce56e7998b20447be8a1be99a7d104d49d26650
+size 198434616

model-00032-of-00067.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:892bdc66736ef83ba140918363fc1220d62638a829dbf75d24aa5a06c0b7022e
+size 191963352

model-00033-of-00067.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:9d3f6cabdad31523e4ae708dffa81b9a6d0f5e6c67cfbbda7b72d866a851e799
+size 198434616

model-00035-of-00067.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:50061cd204531458c90e144e2148104bec5cb9e3b862668f47bd9117dc4cd694
+size 198434616

model-00038-of-00067.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:59aa7050f339ad880167206a95eaaeb7d6e9c03d42b4eea4da47eb93abe8db30
+size 198434616

model-00039-of-00067.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:5f1fde4d7ef66d9c24f4cb9ba32f7cd00a722ff2512ca90ebcde263ea3360f1d
+size 198434616

model-00042-of-00067.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:6a13556bffbe89b36078301948abc2406759a8d35e2156190a520d63bdc4dfc5
+size 198434616

model-00043-of-00067.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:3798e8c84b7ce44c5f31113f26702a27e06e2228229ab7a8019cc42500cafb4c
+size 198434616

model-00044-of-00067.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:dd8b72c7613b718eebe792d8afb346bac88c460b2316361b970b78c0cde0fd11
+size 191963352

model-00048-of-00067.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:2330b32c1c78a28fa5e750a1c0229cbb0905eb16cf2f857bff5b0edaa3afe889
+size 191963352

model-00049-of-00067.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:1fbe20bd808a6820f19065bea5b4a0385e2f13eea7a96e07215f57f7dae6935f
+size 198434616

model-00052-of-00067.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:4d1d07adcd1166bd332e7a16bf90816509634b805cd7606fe5d2fef491656c85
+size 191963352

model-00053-of-00067.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:e80cef6c8a30b136171059daddcce80bc1d0e5b50295ab1533bf9cca90d26d34
+size 198434616

model-00054-of-00067.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:eef81fdfa1b5cb12f7262c8e5e1e83b155e977e893470e8ea3e5d52b0d9bc036
+size 198434616

model-00055-of-00067.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:23c5940aff0b80717793b01bae74640c9dedb779ae57e8083632763df8eb7067
+size 198434616

model-00058-of-00067.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:3924ef8d4b90b5ab924c8153a6f9d69c81987f73a6ac6711173f23624cd41f49
+size 198434616

model-00059-of-00067.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:3ffbc88746e2863daf8f4dae065a5832d727102fc00bf9c142e4e7a5cf03cfc5
+size 198434616

model-00061-of-00067.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:497ff3a28c76c93c03a9995fbc79f886e20acd641ae3479182580fc5397a8f2a
+size 198434616

tokenizer.json ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:06b9509352d2af50381ab2247e083b80d32d5c0aba91c272ca9ff729b6a0e523
+size 19989325