Forecasting

MOMENT

A foundation model for numeric series: one engine is used for forecasting, anomaly detection, filling gaps and classification.

Developer
Auton Lab, Carnegie Mellon University, USA
First release
May 2024
Latest release
Oct 2024
Sizes
about 40M – 385M
License
Commercial use allowedMIT
Running
On your own serverAlso runs without a GPU
Industries
Manufacturing and logistics, Retail and marketplaces, Finance, Software development
Deploy on your server Hugging Face GitHub

What it does

  • Forecasting demand and load
  • Detecting anomalies in sensor readings and metrics
  • Filling gaps in historical data

Where it is used

Manufacturing and warehousingE-commerceFinance and analytics

Hardware requirements

LaptopLaptop or regular PC, up to 8 GB of VRAM — smaller versions
fits
1 GPUOne GPU with 16–80 GB — mid-size versions
no versions
ClusterServer with several GPUs — flagship versions
no versions

Versions

  1. MOMENT-1-base и MOMENT-1-small
  2. MOMENT-1-large

How to run it

On your own serverWeights are downloaded from Hugging Face and served with vLLM (load and API) or llama.cpp (modest hardware). The model then runs in a closed network with no per-request fees.Hugging Face
How much hardware you needCalculate the VRAM for the model size, context length and number of concurrent requests.Open the hardware calculator

I can set this up end to end: pick the model size, deploy it on your server and connect it to your systems.

Frequently asked questions

Can MOMENT be used in a commercial project?

Yes. License: MIT. It allows commercial use, but it is still worth having a lawyer review the license before launch.

What hardware does MOMENT need?

At minimum: Laptop or regular PC, up to 8 GB of VRAM — smaller versions. Some versions also run on an ordinary CPU, without a GPU. You can calculate the exact VRAM for your model size and context in the hardware calculator.

Does MOMENT support Russian?

Language does not matter for this model: it does not work with text.

Where can I download MOMENT and what does it cost?

The MOMENT weights are open and free to download. You only pay for the hardware it runs on and for the setup. Source links are at the bottom of this page.

How I deploy it for clients

  1. SelectionI pick the model size for your task and hardware and test it on your examples.
  2. DeploymentI deploy it on your server or in a closed network and provide an API.
  3. Fine-tuningI fine-tune it on your data (LoRA) or connect a knowledge base — whichever is cheaper for the task.
  4. IntegrationI connect it to your CRM, ERP, bot, website or team chat and set up monitoring.

Similar models

ForecastingChronosAmazon · USACommercial use allowed

Amazon forecasting models, among the most downloaded. Chronos-2 takes external factors into account: prices, promotions, weather.

DetailsForecastingTimesFMGoogle · USACommercial use with conditions

A ready-made Google forecasting model: forecasts any time series without training on your data.

DetailsForecastingGranite Time Series (TinyTimeMixers, PatchTST)IBM Research · USACommercial use allowed

Tiny forecasting models from IBM: they run on an ordinary CPU and sit next to the business system without a separate GPU server.

Details

Source: huggingface.co/AutonLab/MOMENT-1-base. Data checked against the model card on 22 Sep 2026. Have a lawyer review the license before commercial launch.