Instructions to use inclusionAI/Ring-1T with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use inclusionAI/Ring-1T with Transformers:

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

pipe = pipeline("text-generation", model="inclusionAI/Ring-1T", trust_remote_code=True)
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoModelForCausalLM
model = AutoModelForCausalLM.from_pretrained("inclusionAI/Ring-1T", trust_remote_code=True, dtype="auto")

Inference
Notebooks
Google Colab
Kaggle
Local Apps

vLLM

How to use inclusionAI/Ring-1T with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "inclusionAI/Ring-1T"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "inclusionAI/Ring-1T",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/inclusionAI/Ring-1T

SGLang

How to use inclusionAI/Ring-1T 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 "inclusionAI/Ring-1T" \
    --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": "inclusionAI/Ring-1T",
		"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 "inclusionAI/Ring-1T" \
        --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": "inclusionAI/Ring-1T",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use inclusionAI/Ring-1T with Docker Model Runner:
```
docker model run hf.co/inclusionAI/Ring-1T
```

Openmodel shares your model under its own name without forking it and claims to have built it from scratch.

#12

by abdullazadee - opened Nov 6, 2025

Discussion

abdullazadee

Nov 6, 2025

https://huggingface.co/thenexthub/OpenModel-1T-A50B-Instruct

https://www.linkedin.com/posts/tunjay-akbarli_azerbaijan-innovation-technology-activity-7388143060376891392-rMn3?utm_source=social_share_send&utm_medium=android_app&rcm=ACoAAERrfpEBn4z-8Y-R25YoQ52nMwYHtVrFOw8&utm_campaign=copy_link

RichardBian

inclusionAI org Nov 7, 2025

Thanks for letting us know. It does look very... similar... to Ling-1T...

abdullazadee

Nov 7, 2025

You can report :)

noctrex

Nov 7, 2025

•

edited Nov 7, 2025

Even the SHA256 hashes of the safetensors are the same, it's a straight copy-paste job.

https://huggingface.co/inclusionAI/Ling-1T/blob/main/model-00001-of-00155.safetensors
SHA256: 02b5cbbf76f7b21e54a936db254aef54aa4196d8a729c93ce6e26e7467c9448c

https://huggingface.co/thenexthub/OpenModel-1T-A50B-Instruct/blob/main/model-00001-of-00155.safetensors
SHA256: 02b5cbbf76f7b21e54a936db254aef54aa4196d8a729c93ce6e26e7467c9448c

https://huggingface.co/inclusionAI/Ling-1T/blob/main/model-00002-of-00155.safetensors
SHA256: 8bd28b5ae46d9bfd9a606fb9a3d78145a82ccc683cba6046d0778c5cff62774b

https://huggingface.co/thenexthub/OpenModel-1T-A50B-Instruct/blob/main/model-00002-of-00155.safetensors
SHA256: 8bd28b5ae46d9bfd9a606fb9a3d78145a82ccc683cba6046d0778c5cff62774b

abdullazadee

Nov 7, 2025

Yes, please report it

Upload images, audio, and videos by dragging in the text input, pasting, or clicking here.

Tap or paste here to upload images

· Sign up or log in to comment