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Moirai-1.0-R-Base

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Salesforce/moirai-1.0-R-base

91M params | 512 context | $0.00025 per forecast

Moirai-1.0-R-Base is the reference dense checkpoint in the original Moirai family. It keeps the any-variate masked-encoder design while scaling model capacity enough to improve general forecasting quality on heterogeneous multivariate settings. It is a good default dense Moirai checkpoint when you want stronger accuracy than the small model without jumping to the much larger large variant.

Model Classification

Family

Moirai

Type

time series foundation model

Pretrained time-series model exposed on TSFM.ai for zero-shot or few-shot forecasting workloads.

Training Data

LOTSA, the Large-scale Open Time Series Archive, with roughly 27B observations across nine domains including energy, transport, finance, healthcare, sales, climate, web, and social data.

Recommended For

  • Multivariate forecasting across heterogeneous domains
  • Workloads that benefit from probabilistic outputs and arbitrary variate counts

Strengths

  • Strong multivariate coverage across the Moirai family
  • Well-suited to covariates and correlated series

Limitations

  • Model cards for some newer Moirai variants are still sparse on exact checkpoint details
  • Heavier family choices can be more expensive than tiny single-purpose baselines

Capabilities

forecastingquantile-forecastingmultivariatecovariateszero-shot

Tags

salesforcemoiraimultivariateprobabilistic

Specifications

Parameters
91M
Architecture
masked encoder transformer with multi-patch projections, any-variate attention, and mixture-distribution output
Context length
512
Max context
8,192
Minimum history
n/a
Recommended history
n/a
Input step
n/a
Required target series
1
Temperature
Ignored
Top P
Ignored
Max output
1,024
Avg latency
n/a
Uptime
n/a
Plan limits
1,000 rpm free · 1,000,000 rpm with billing
Accelerator
T4
Regions
Virginia, US
License
n/a

Pricing

Per forecast
$0.00025

Performance

Average latency
n/a
Availability
n/a
Plan limits
1,000 rpm free · 1,000,000 rpm with billing