Forecasting

Moirai

Salesforce's universal forecasting model for series with different frequencies and many variables. Weights are open for research only.

Developer
Salesforce, USA
First release
Mar 2024
Latest release
Aug 2025
Sizes
11M – 311M
License
Non-commercial onlyCC-BY-NC 4.0: non-commercial use only
Ready-made builds
GGUF
Running
On your own serverAlso runs without a GPU
Industries
Finance, Retail and marketplaces, Manufacturing and logistics
Deploy on your server Hugging Face GitHub

What it does

  • Research forecasting pilots
  • Comparison with other forecasting models
  • Forecasts across many related series

Where it is used

Analytics and researchRetailEnergy

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. Moirai 2.0
  2. Moirai-MoE
  3. Moirai 1.1
  4. Moirai 1.0

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. Quantization compresses a model so it takes less video memory and runs on more modest hardware. Answers change slightly, so quality is checked on your own examples.

Frequently asked questions

Can Moirai be used in a commercial project?

No. License: CC-BY-NC 4.0: non-commercial use only. A commercial product needs a different model or a separate agreement with the rights holder.

What hardware does Moirai 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 Moirai support Russian?

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

Where can I download Moirai and what does it cost?

The Moirai 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.

Details

Source: huggingface.co/Salesforce/moirai-2.0-R-small. Data checked against the model card on 22 Sep 2026. Have a lawyer review the license before commercial launch.