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Moirai-MoE-1.0-R-Base

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Salesforce/moirai-moe-1.0-R-base

~0.94B stored params params | 512 context | $0.00025 per forecast

Moirai-MoE-1.0-R-Base is Salesforce's sparse expert extension of the Moirai line. Instead of relying on a single dense model for all behaviors, it routes tokens through specialized experts to improve parameter efficiency and specialization across heterogeneous series. Salesforce's official Moirai-MoE materials position the Base variant as a top zero-shot performer in the family while keeping inference cheaper than an equally sized dense alternative.

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

Official checkpoint card is sparse; Salesforce's official Moirai-MoE materials describe large heterogeneous time-series pretraining in the Moirai-MoE setup rather than a separate narrow corpus for this exact checkpoint.

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-forecastingmultivariatezero-shothigh-throughput

Tags

salesforcemoiraimoesparse

Specifications

Parameters
~0.94B stored params
Architecture
sparse MoE decoder-only transformer with probabilistic output heads
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
Moirai-MoE-1.0-R-Base — TSFM.ai