Instructions to use infinitylogesh/GUI-Decisions-31B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use infinitylogesh/GUI-Decisions-31B with Transformers:

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

pipe = pipeline("image-text-to-text", model="infinitylogesh/GUI-Decisions-31B")
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("infinitylogesh/GUI-Decisions-31B")
model = AutoModelForMultimodalLM.from_pretrained("infinitylogesh/GUI-Decisions-31B", 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 infinitylogesh/GUI-Decisions-31B with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "infinitylogesh/GUI-Decisions-31B"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "infinitylogesh/GUI-Decisions-31B",
		"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/infinitylogesh/GUI-Decisions-31B

SGLang

How to use infinitylogesh/GUI-Decisions-31B 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 "infinitylogesh/GUI-Decisions-31B" \
    --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": "infinitylogesh/GUI-Decisions-31B",
		"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 "infinitylogesh/GUI-Decisions-31B" \
        --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": "infinitylogesh/GUI-Decisions-31B",
		"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 infinitylogesh/GUI-Decisions-31B with Docker Model Runner:
```
docker model run hf.co/infinitylogesh/GUI-Decisions-31B
```

GUI-Decisions-31B / slotread_config.json

infinitylogesh

GUI-Decisions release

708b82a verified 15 days ago

Raw History Blame Contribute Delete

103 kB

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     623,
     997,
     609,
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     833,
     756,
     568,
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     808,
     900,
     1031,
     753,
     783,
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     603,
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     645,
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     2222,
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     518,
     505,
     513,
     545,
     517,
     549,
     534,
     858,
     673,
     620,
     537,
     520,
     538,
     512,
     510,
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     637,
     503,
     494,
     559,
     566,
     515,
     1123,
     570,
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     642,
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     682,
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     684,
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     19453,
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     862,
     1092,
     696,
     109898,
     4227,
     22699,
     2087,
     1115,
     1008,
     6913,
     959,
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     652,
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     24846,
     2854,
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     39714,
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     1127,
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     77847,
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     72812,
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     1378,
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     9667,
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     1685,
     18474,
     12110,
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     59730,
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     86106,
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     817,
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     1533,
     56722,
     167478
    ],
    "key": [
     5273,
     6937,
     14317,
     2557,
     9311,
     872,
     1679,
     2378,
     1447,
     72417,
     1032
    ],
    "sdir": [
     872,
     1679,
     2378,
     1447
    ],
    "samt": [
     236771,
     236770,
     236778,
     236800,
     236812,
     236810,
     236825,
     236832,
     236828,
     236819
    ]
   }
  },
  "box": {
   "slots": [
    "cx",
    "cy",
    "w",
    "h"
   ],
   "system": "You locate an element or object in an image and give its bounding box as a centre and a size. For cx, the code of the horizontal position of the centre, from the left edge to the right edge; for cy, the same vertically from the top to the bottom. For w, the code of the box width on a scale from tiny to the whole image; for h, the same for the height.",
   "numbers": {
    "cx": "lin",
    "cy": "lin",
    "w": "log",
    "h": "log"
   },
   "labels": {
    "cx": [
     1717,
     623,
     997,
     609,
     2144,
     833,
     756,
     568,
     1732,
     808,
     900,
     1031,
     753,
     783,
     965,
     1017,
     2895,
     655,
     578,
     1890,
     2360,
     1392,
     562,
     603,
     565,
     622,
     645,
     633,
     667,
     640,
     564,
     730,
     751,
     639,
     587,
     646,
     708,
     593,
     1366,
     630,
     555,
     558,
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     782,
     649,
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     505,
     513,
     545,
     517,
     549,
     534,
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     673,
     620,
     537,
     520,
     538,
     512,
     510,
     3752,
     637,
     503,
     494,
     559,
     566,
     515,
     1123,
     570,
     904,
     642,
     1109,
     682,
     2578,
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     763,
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     772,
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     967,
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     610,
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     614,
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     618,
     657,
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     732,
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    ],
    "cy": [
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     609,
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     756,
     568,
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     808,
     900,
     1031,
     753,
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     1017,
     2895,
     655,
     578,
     1890,
     2360,
     1392,
     562,
     603,
     565,
     622,
     645,
     633,
     667,
     640,
     564,
     730,
     751,
     639,
     587,
     646,
     708,
     593,
     1366,
     630,
     555,
     558,
     749,
     782,
     649,
     1684,
     895,
     1491,
     870,
     621,
     4422,
     8201,
     2222,
     2165,
     496,
     518,
     505,
     513,
     545,
     517,
     549,
     534,
     858,
     673,
     620,
     537,
     520,
     538,
     512,
     510,
     3752,
     637,
     503,
     494,
     559,
     566,
     515,
     1123,
     570,
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     642,
     1109,
     682,
     2578,
     33182,
     763,
     1226,
     772,
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     967,
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     610,
     1006,
     614,
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     863,
     618,
     657,
     3229,
     1422,
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     4385,
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     6100,
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     732,
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     3922,
     12082,
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     7295,
     38802,
     37856,
     569,
     9101,
     142537,
     21527,
     1001,
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     49946,
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     776,
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     77847,
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     1378,
     98396,
     12751,
     9667,
     46626,
     1685,
     18474,
     12110,
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     59730,
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     70579,
     817,
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     1189,
     111382,
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     1533,
     56722,
     167478
    ],
    "w": [
     1717,
     623,
     997,
     609,
     2144,
     833,
     756,
     568,
     1732,
     808,
     900,
     1031,
     753,
     783,
     965,
     1017,
     2895,
     655,
     578,
     1890,
     2360,
     1392,
     562,
     603,
     565,
     622,
     645,
     633,
     667,
     640,
     564,
     730,
     751,
     639,
     587,
     646,
     708,
     593,
     1366,
     630,
     555,
     558,
     749,
     782,
     649,
     1684,
     895,
     1491,
     870,
     621,
     4422,
     8201,
     2222,
     2165,
     496,
     518,
     505,
     513,
     545,
     517,
     549,
     534,
     858,
     673,
     620,
     537,
     520,
     538,
     512,
     510,
     3752,
     637,
     503,
     494,
     559,
     566,
     515,
     1123,
     570,
     904,
     642,
     1109,
     682,
     2578,
     33182,
     763,
     1226,
     772,
     56873,
     4549,
     967,
     14018,
     11778,
     10377,
     8025,
     610,
     1006,
     614,
     8753,
     3702,
     47678,
     863,
     618,
     657,
     3229,
     1422,
     1764,
     4385,
     6952,
     6100,
     5394,
     51330,
     30756,
     61057,
     577,
     96504,
     17082,
     14002,
     2702,
     127777,
     110710,
     1105,
     106989,
     69600,
     1609,
     42524,
     1615,
     41584,
     65136,
     1197,
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     76381,
     65992,
     684,
     2146,
     26425,
     20282,
     31579,
     2534,
     31844,
     121819,
     677,
     6365,
     110002,
     732,
     6480,
     62775,
     1028,
     41536,
     157482,
     1976,
     15915,
     48975,
     2757,
     10137,
     96723,
     52457,
     3922,
     12082,
     1776,
     7295,
     38802,
     37856,
     569,
     9101,
     142537,
     21527,
     1001,
     48825,
     153148,
     49946,
     43651,
     121207,
     776,
     21941,
     163978,
     2575,
     31806,
     25677,
     1747,
     26914,
     20201,
     20753,
     16578,
     29687,
     41698,
     61070,
     9080,
     1511,
     42719,
     16310,
     16037,
     12797,
     19453,
     9253,
     10735,
     862,
     1092,
     696,
     109898,
     4227,
     22699,
     2087,
     1115,
     1008,
     6913,
     959,
     88313,
     652,
     16724,
     24846,
     2854,
     102899,
     39714,
     43647,
     1127,
     54470,
     42002,
     77847,
     7999,
     72812,
     123763,
     1378,
     98396,
     12751,
     9667,
     46626,
     1685,
     18474,
     12110,
     10090,
     94483,
     59730,
     58836,
     11557,
     86106,
     88826,
     41710,
     2676,
     107200,
     40620,
     29160,
     3344,
     27241,
     196216,
     2112,
     74881,
     70579,
     817,
     86638,
     1189,
     111382,
     51745,
     1533,
     56722,
     167478
    ],
    "h": [
     1717,
     623,
     997,
     609,
     2144,
     833,
     756,
     568,
     1732,
     808,
     900,
     1031,
     753,
     783,
     965,
     1017,
     2895,
     655,
     578,
     1890,
     2360,
     1392,
     562,
     603,
     565,
     622,
     645,
     633,
     667,
     640,
     564,
     730,
     751,
     639,
     587,
     646,
     708,
     593,
     1366,
     630,
     555,
     558,
     749,
     782,
     649,
     1684,
     895,
     1491,
     870,
     621,
     4422,
     8201,
     2222,
     2165,
     496,
     518,
     505,
     513,
     545,
     517,
     549,
     534,
     858,
     673,
     620,
     537,
     520,
     538,
     512,
     510,
     3752,
     637,
     503,
     494,
     559,
     566,
     515,
     1123,
     570,
     904,
     642,
     1109,
     682,
     2578,
     33182,
     763,
     1226,
     772,
     56873,
     4549,
     967,
     14018,
     11778,
     10377,
     8025,
     610,
     1006,
     614,
     8753,
     3702,
     47678,
     863,
     618,
     657,
     3229,
     1422,
     1764,
     4385,
     6952,
     6100,
     5394,
     51330,
     30756,
     61057,
     577,
     96504,
     17082,
     14002,
     2702,
     127777,
     110710,
     1105,
     106989,
     69600,
     1609,
     42524,
     1615,
     41584,
     65136,
     1197,
     173220,
     76381,
     65992,
     684,
     2146,
     26425,
     20282,
     31579,
     2534,
     31844,
     121819,
     677,
     6365,
     110002,
     732,
     6480,
     62775,
     1028,
     41536,
     157482,
     1976,
     15915,
     48975,
     2757,
     10137,
     96723,
     52457,
     3922,
     12082,
     1776,
     7295,
     38802,
     37856,
     569,
     9101,
     142537,
     21527,
     1001,
     48825,
     153148,
     49946,
     43651,
     121207,
     776,
     21941,
     163978,
     2575,
     31806,
     25677,
     1747,
     26914,
     20201,
     20753,
     16578,
     29687,
     41698,
     61070,
     9080,
     1511,
     42719,
     16310,
     16037,
     12797,
     19453,
     9253,
     10735,
     862,
     1092,
     696,
     109898,
     4227,
     22699,
     2087,
     1115,
     1008,
     6913,
     959,
     88313,
     652,
     16724,
     24846,
     2854,
     102899,
     39714,
     43647,
     1127,
     54470,
     42002,
     77847,
     7999,
     72812,
     123763,
     1378,
     98396,
     12751,
     9667,
     46626,
     1685,
     18474,
     12110,
     10090,
     94483,
     59730,
     58836,
     11557,
     86106,
     88826,
     41710,
     2676,
     107200,
     40620,
     29160,
     3344,
     27241,
     196216,
     2112,
     74881,
     70579,
     817,
     86638,
     1189,
     111382,
     51745,
     1533,
     56722,
     167478
    ]
   }
  },
  "seg": {
   "slots": [
    "cx",
    "cy",
    "r0",
    "r1",
    "r2",
    "r3",
    "r4",
    "r5",
    "r6",
    "r7",
    "r8",
    "r9",
    "r10",
    "r11",
    "r12",
    "r13",
    "r14",
    "r15",
    "r16",
    "r17",
    "r18",
    "r19",
    "r20",
    "r21",
    "r22",
    "r23"
   ],
   "system": "You outline an object in an image. cx and cy: a point well inside the object; r0 to r23: how far the object reaches from that point along 24 directions, r0 pointing right and the directions turning clockwise in equal steps. For cx, the code of the horizontal position of the point, from the left edge to the right edge; for cy, the same vertically from the top to the bottom. For each r, the code of the distance on a scale from tiny to the whole image diagonal.",
   "numbers": {
    "cx": "lin",
    "cy": "lin",
    "r0": "log",
    "r1": "log",
    "r2": "log",
    "r3": "log",
    "r4": "log",
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