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Use Cases PricingCompanyBlogDocs Log In Sign Up THE SERVERLESS PLATFORM FOR AI DATA ML TEAMS Run generative AI models, large-scale batch jobs, job queues, and much more. Bring your own code — we run the infrastructure. Get started Docs 1 2 3 4 5 6 7 import modal stub = modal.Stub() @stub.function() def hello(): print("Running remotely on Modal!") > modal run hello.py ✓ Initialized. ✓ Created objects. ├── 🔨 Created hello. └── 🔨 Mounted ./hello.py. Running remotely on Modal! ✓ App completed. CUSTOMERS RUN MODAL TO POWER DATA-INTENSIVE APPLICATIONS THE ONLY RUNTIME ENVIRONMENT YOU NEED FOR GENERATIVE AI AI Inference Fine-tuning Batch Processing Original Turbo XL Autoscaling When your app suddenly trends on Hacker News, Modal scales with you. Build your own model Run any open-source framework on Modal. Fast cold boots Load gigabytes of weights in seconds with our optimized container file system. Learn more ENGINEERED FOR LARGE-SCALE WORKLOADS We built a container system from scratch in Rust for the fastest cold-start times. Scale to hundreds of GPUs and back down to zero in seconds, and pay only for what you use. GPU Containers Enqueued Startup Execution Status 12:26:42 0.0s 0.2s Running 12:26:42 0.0s 0.2s Running 12:26:42 0.0s 0.2s Running 12:26:42 0.0s 0.2s Running ITERATE AT THE SPEED OF THOUGHT Deploy functions to the cloud in seconds, with custom container images and hardware requirements. Never write a single line of YAML. -------------------------------------------------------------------------------- EVERYTHING YOUR APP NEEDS Environments Express container images and hardware specifications entirely in code. Say goodbye to Dockerfiles and YAML. Storage Provision network volumes, key-value stores and queues with ease. Use powerful cloud primitives that feel like regular Python. Job scheduling Turn functions into cron jobs with a single line of code. Spawn compute intensive jobs without blocking your backend. Web endpoints Serve any function as an HTTPS endpoint. Ship to your own custom domains. Observability Monitor executions, logs and metrics in real time. Debug interactively with modal shell. Security Secure your workloads with our battle-tested gVisor runtime. Industry-standard SOC 2 compliance. -------------------------------------------------------------------------------- Mike Cohen Head of Data “Substack recently launched a feature for AI-powered audio transcriptions. The data team picked Modal because it makes it easy to write code that runs on 100s of GPUs in parallel, transcribing podcasts in a fraction of the time.” Karim Atiyeh Co-Founder & CTO “Ramp uses Modal to run some of our most data-intensive projects. Our team loves the developer experience because it allows them to be more productive and move faster. Without Modal, these projects would have been impossible for us to launch.” -------------------------------------------------------------------------------- ONLY PAY FOR WHAT YOU USE Scale up to hundreds of nodes and down to zero within seconds. Pay for actual compute, by the CPU cycle. With $30 of compute on us, every month. See pricing COMPUTE COSTS Per Second Per Hour CPU Physical core (2 vCPU equivalent) $0.0000533 / core / sec GPU Nvidia H100 $0.002125 / sec Nvidia A100, 80 GB $0.001553 / sec Nvidia A100, 40 GB $0.001036 / sec Nvidia A10G $0.000306 / sec Nvidia L4 $0.000291 / sec Nvidia T4 $0.000164 / sec Memory $0.00000667 / GiB / sec Are you an early-stage startup or academic? Startups and academic researchers can get up to $25k free compute credits on Modal. These credits can be used towards GPU compute and accessing in-demand GPU types. Apply now -------------------------------------------------------------------------------- JOIN MODAL'S DEVELOPER COMMUNITY Modal Community Slack Emanuel Ferm VP of Data, Cometeer I've had Modal running in production flawlessly for over a year now. Mark of a great product: using infra it replaces feels ridiculous and archaic. Jessie Frazelle CEO, Zoo.dev Deployed two models to @modal_labs today, was very easy. Nice thing they have there and cold starts are FAST! Much better than hugging face or anything else! Pedro Alcocer ML Engineer Whether @modal_labs is part of the tech stack will absolutely factor into my decision about where I work next. Never had a better developer experience. Erin Boyle ML Engineer, Tesla This tool is awesome. So empowering to have your infra needs met with just a couple decorators. Good people, too! Aman Kishore CTO, MirageML If you are still using AWS Lambda instead of @modal_labs you're not moving fast enough Lindsay Pettingill Data @ Replit Modal has the most magical onboarding I've ever seen and it's not even close. And Erik's walk through of how they approached it is a Masterclass. Jai Chopra Product, LanceDB Recently built an app on Lambda and just started to use @modal_labs, the difference is insane! Modal is amazing, virtually no cold start time, onboarding experience is great 🚀 Izzy Miller DevRel, Hex special shout out to @modal_labs and @_hex_tech for providing the crucial infrastructure to run this! Modal is the coolest tool I’ve tried in a really long time— cannnot say enough good things. Rahul Sengottevelu Head of Applied AI, Ramp My favorite thing to do on Modal - running massively parallel GPU finetune jobs At Ramp, we’ve trained hundreds of LLMs at the same time without the infra hassle - Modal allows us to move insanely fast Max Halford Head of Data, Carbonfact @modal_labs (modal.com): the easiest way to run stuff in the cloud. Honestly it's mind-blowing. Thanks @bernhardsson! Ashe Magalhaes Founder, Hearth AI we ❤️ modal team - they’re super responsive even on weekends for niche issues 🙌 James Kirk AI/ML at Hunt Club been using @modal_labs for a few hours and am already certain this is how I will be getting things done for a long time to come SHIP YOUR FIRST APP IN MINUTES Get started with $30 / month free compute © 2024 Use Cases Language Model Inference Image, Video & 3D Inference Audio Inference Fine-Tuning Job Queues & Batch Processing Sandboxed Code Execution Popular Examples LoRAs Galore! 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