Fine-tune and integrate generative models into your APIs
Blueprint is the fastest way for developers to customize ML models. Start your project with pre-configured environments, GPUs, API endpoints, and instant deployment.
Run generative models locally. No GPUs required.
baseten.models is a Python package that gives you full customizability over models like Stable Diffusion, Whisper, and FLAN-T5 from your local machine. Go beyond standard web API limitations to build the next generation of ML-powered applications.
Customize model objects
Gain complete control over today’s most exciting models—including the ability to interact and change model objects.
No GPU needed
Run models instantly and efficiently. Only pay per second for the predictions you run.
One-line installation
The baseten.models package comes with everything you need to run models locally—in one line of Python.
from baseten.models import StableDiffusionPipeline
from diffusers import LMSDiscreteScheduler
lms = LMSDiscreteScheduler.from_config("runwayml/stable-diffusion-v1-5", subfolder="scheduler")
model = StableDiffusionPipeline(
"runwayml/stable-diffusion-v1-5",
scheduler=lms,
)
output = model(“man on moon”)
output[0][0].save(“./man-on-moon.jpeg”)
Easy-to-use dev tools, inspired by the latest in AI research.
There’s never been a more exciting time in machine learning than today. New, state of the art research is published daily. We’re translating these findings into easy-to-use developer tools to unlock new ways for developers to build with ML.
Fine tune text-to-image models
Quickly train text-to-image diffusion models on your own reference set to personalize outputs with a few lines of code.
Stable Diffusion x DreamBooth
Generate fully novel images in your preferred style with DreamBooth fine tuning on Stable Diffusion. See research.
Better large language models
Apply Chain-of-Thought prompting to improve complex reasoning for large language models. See research.
Tell us—what’s next?
Found ML research you want to build with? Reach out to us at support@baseten.co.

Build & ship ML apps from one web IDE.
Start building with ML in seconds with our comprehensive web IDE. Add backends with Python functions, generate API routes instantly, and deploy automatically as changes are made.
Web IDE
Blueprint’s web IDE has everything you need to build with ML. Start coding in seconds, no set-up required.
API Routes
Define Python functions to build robust API routes. Test as you go with built-in testing tools and logs.
Automatic deployments
Changes to your model code and routes are deployed automatically and without incident.
Fully managed
Spend zero time on servers and infra. We host and manage your models and API routes for you.