Instructions to use artivus-ai/qwen-3.5-80b-post-cpt-base with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use artivus-ai/qwen-3.5-80b-post-cpt-base with Transformers:

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

pipe = pipeline("image-text-to-text", model="artivus-ai/qwen-3.5-80b-post-cpt-base")
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)

# Load model directly
from transformers import AutoProcessor, AutoModelForMultimodalLM

processor = AutoProcessor.from_pretrained("artivus-ai/qwen-3.5-80b-post-cpt-base")
model = AutoModelForMultimodalLM.from_pretrained("artivus-ai/qwen-3.5-80b-post-cpt-base", 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=40)
print(processor.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use artivus-ai/qwen-3.5-80b-post-cpt-base with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "artivus-ai/qwen-3.5-80b-post-cpt-base"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "artivus-ai/qwen-3.5-80b-post-cpt-base",
		"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/artivus-ai/qwen-3.5-80b-post-cpt-base

SGLang

How to use artivus-ai/qwen-3.5-80b-post-cpt-base 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 "artivus-ai/qwen-3.5-80b-post-cpt-base" \
    --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": "artivus-ai/qwen-3.5-80b-post-cpt-base",
		"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 "artivus-ai/qwen-3.5-80b-post-cpt-base" \
        --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": "artivus-ai/qwen-3.5-80b-post-cpt-base",
		"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 artivus-ai/qwen-3.5-80b-post-cpt-base with Docker Model Runner:
```
docker model run hf.co/artivus-ai/qwen-3.5-80b-post-cpt-base
```

ssands1979 commited on Apr 16

Commit

3cc578c

verified ·

1 Parent(s): 129a996

Add files using upload-large-folder tool

Browse files

Files changed (24) hide show

model-00012-of-00032.safetensors +3 -0
model-00013-of-00032.safetensors +3 -0
model-00014-of-00032.safetensors +3 -0
model-00015-of-00032.safetensors +3 -0
model-00016-of-00032.safetensors +3 -0
model-00017-of-00032.safetensors +3 -0
model-00018-of-00032.safetensors +3 -0
model-00019-of-00032.safetensors +3 -0
model-00020-of-00032.safetensors +3 -0
model-00021-of-00032.safetensors +3 -0
model-00022-of-00032.safetensors +3 -0
model-00023-of-00032.safetensors +3 -0
model-00024-of-00032.safetensors +3 -0
model-00025-of-00032.safetensors +3 -0
model-00026-of-00032.safetensors +3 -0
model-00027-of-00032.safetensors +3 -0
model-00028-of-00032.safetensors +3 -0
model-00029-of-00032.safetensors +3 -0
model-00030-of-00032.safetensors +3 -0
model-00031-of-00032.safetensors +3 -0
model-00032-of-00032.safetensors +3 -0
model.safetensors.index.json +0 -0
preprocessor_config.json +21 -0
processor_config.json +63 -0

model-00012-of-00032.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:645cc75a9c5214cfe423e1c6f4d7fe66c2cfbb7bdc92fcfe45e85fd2d3e4f6b5
+size 4912819312

model-00013-of-00032.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:ce6cfe3ec4082baacc60183cda5ac32998d7d883e54fbe9d7671ac748e421bab
+size 4986198544

model-00014-of-00032.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:98c9094ff566ac4e485b38381214dfa57acbf16e4e536e7f1fd6693a4d2cc687
+size 4912819320

model-00015-of-00032.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:76404c63af2d8016e05b31508e26e2836c021ba71e4527cdc3c964bbc2423804
+size 4932703272

model-00016-of-00032.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:9ea85ae18e986b68fcdfd3c1a5e2813c644de8e9bd8f0b212810a1fe257161d7
+size 4966314576

model-00017-of-00032.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:6a919ebf3643f3ed2416030e1553dae597a95de8d4e3b5c6e54c104e8b0c8e4e
+size 4964162208

model-00018-of-00032.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:e5f0d07f36327c2bf47d02950d2e003b3da2d46ed8be5cfa5bb429ea42b10cbe
+size 4933789904

model-00019-of-00032.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:9feb9a430521080020bc57546eaa36e001032facfba7565f5d649521dcfc4894
+size 4965228120

model-00020-of-00032.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:0118a809860de035368087c90c470d433de65f28389a3aa15fccedeb454951e9
+size 4912819400

model-00021-of-00032.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:3878add9200984b3c7dcd7bb8d2eccbdce7099bf7b49deb5de01234f689d797a
+size 4986198632

model-00022-of-00032.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:1928fb8340d9714db230e4f02c9c8e600d6ca2c6a7d6cc22a469fd2ad922d4b3
+size 4912819408

model-00023-of-00032.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:1645d81c015d2972989e12ee81575436cfd1e200752d9be150dc8fdd0c34d381
+size 4932703352

model-00024-of-00032.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:b5febedda13b0074411fefebbc44e1ed605aa7f71e1bea3c5ad9bb53b4d663d8
+size 4966314672

model-00025-of-00032.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:1c5bcea4275be52ba68880d8e1026ac39353abc58415e97c5f54ff8da290f9e4
+size 4964162336

model-00026-of-00032.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:08fec867747dab8dc1e1a1ea6dde4d017effa0953dd76bfc97ce0c915807eaa6
+size 4933789904

model-00027-of-00032.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:b21463ef1b9d237433545c0cedec84298f36a5e5e66f2b3b141d359fbc2f7755
+size 4965228120

model-00028-of-00032.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:630cecf0e9395bf08fcca9585656db7956673bb5b0d96023bbfb7a2ed4175d06
+size 4912819400

model-00029-of-00032.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:752b6d25f811646d93848497e05a647ea56ce6027e5eca1a2634117d5ce820e9
+size 4986198632

model-00030-of-00032.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:ddf8960643dd55c883925639d1b5b5164cc6ba03872d2870416993c0372f5641
+size 4912819408

model-00031-of-00032.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:34ff9c3db59c4764651822568f6d6c654f0d601571c30f53ca0bc44f6249d350
+size 4932703352

model-00032-of-00032.safetensors ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:b93450584019b344c689ef098909c007065a9af069d7e86d81b4444744761d55
+size 1309493272

model.safetensors.index.json ADDED Viewed

The diff for this file is too large to render. See raw diff

preprocessor_config.json ADDED Viewed

	@@ -0,0 +1,21 @@

+{
+    "size": {
+        "longest_edge": 16777216,
+        "shortest_edge": 65536
+    },
+    "patch_size": 16,
+    "temporal_patch_size": 2,
+    "merge_size": 2,
+    "image_mean": [
+        0.5,
+        0.5,
+        0.5
+    ],
+    "image_std": [
+        0.5,
+        0.5,
+        0.5
+    ],
+    "processor_class": "Qwen3VLProcessor",
+    "image_processor_type": "Qwen2VLImageProcessorFast"
+}

processor_config.json ADDED Viewed

	@@ -0,0 +1,63 @@

+{
+  "image_processor": {
+    "data_format": "channels_first",
+    "do_convert_rgb": true,
+    "do_normalize": true,
+    "do_rescale": true,
+    "do_resize": true,
+    "image_mean": [
+      0.5,
+      0.5,
+      0.5
+    ],
+    "image_processor_type": "Qwen2VLImageProcessorFast",
+    "image_std": [
+      0.5,
+      0.5,
+      0.5
+    ],
+    "merge_size": 2,
+    "patch_size": 16,
+    "resample": 3,
+    "rescale_factor": 0.00392156862745098,
+    "size": {
+      "longest_edge": 16777216,
+      "shortest_edge": 65536
+    },
+    "temporal_patch_size": 2
+  },
+  "processor_class": "Qwen3VLProcessor",
+  "video_processor": {
+    "data_format": "channels_first",
+    "default_to_square": true,
+    "do_convert_rgb": true,
+    "do_normalize": true,
+    "do_rescale": true,
+    "do_resize": true,
+    "do_sample_frames": true,
+    "fps": 2,
+    "image_mean": [
+      0.5,
+      0.5,
+      0.5
+    ],
+    "image_std": [
+      0.5,
+      0.5,
+      0.5
+    ],
+    "max_frames": 768,
+    "merge_size": 2,
+    "min_frames": 4,
+    "patch_size": 16,
+    "resample": 3,
+    "rescale_factor": 0.00392156862745098,
+    "return_metadata": false,
+    "size": {
+      "longest_edge": 25165824,
+      "shortest_edge": 4096
+    },
+    "temporal_patch_size": 2,
+    "video_processor_type": "Qwen3VLVideoProcessor"
+  }
+}