Inference Providers documentation
Nscale
Nscale
Nscale is a vertically integrated AI cloud that delivers bespoke, sovereign AI infrastructure at scale.
Built on this foundation, Nscale’s inference service empowers developers with a wide range of models and ready-to-use inference services that integrate into workflows without the need to manage the underlying infrastructure.
Supported tasks
Chat Completion (LLM)
Find out more about Chat Completion (LLM) here.
from huggingface_hub import InferenceClient
client = InferenceClient(
provider="nscale",
api_key="hf_xxxxxxxxxxxxxxxxxxxxxxxx",
)
completion = client.chat.completions.create(
model="Qwen/Qwen3-235B-A22B",
messages=[
{
"role": "user",
"content": "What is the capital of France?"
}
],
)
print(completion.choices[0].message)Chat Completion (VLM)
Find out more about Chat Completion (VLM) here.
from huggingface_hub import InferenceClient
client = InferenceClient(
provider="nscale",
api_key="hf_xxxxxxxxxxxxxxxxxxxxxxxx",
)
completion = client.chat.completions.create(
model="meta-llama/Llama-4-Scout-17B-16E-Instruct",
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"
}
}
]
}
],
)
print(completion.choices[0].message)Text To Image
Find out more about Text To Image here.
from huggingface_hub import InferenceClient
client = InferenceClient(
provider="nscale",
api_key="hf_xxxxxxxxxxxxxxxxxxxxxxxx",
)
# output is a PIL.Image object
image = client.text_to_image(
"Astronaut riding a horse",
model="black-forest-labs/FLUX.1-schnell",
)