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Metis DSM Preview

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metis/dsm-preview

27M params | 2K context | $0.00025 per forecast

Metis DSM Preview is an early alpha research preview of a 27M-parameter Metis time-series model focused on dynamical-system interactions and forecasting. It uses a compact encoder-only transformer with group-aware attention over related series and covariates, scalar tokenization, and direct multi-step quantile decoding. The preview is intended for exploratory evaluation on interacting time-series systems, not production-critical forecasting automation.

Model Classification

Family

Metis DSM

Type

time series foundation model

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

Training Data

Metis synthetic dynamical-system interaction curricula and forecasting mixtures used for early alpha research validation.

Recommended For

  • Exploratory forecasting for interacting dynamical systems
  • Multivariate and covariate experiments where relationships between series matter

Strengths

  • Compact 27M-parameter footprint for fast research iteration
  • Group-aware encoder design for related series and covariates
  • Probabilistic forecasts through direct multi-step quantile decoding

Limitations

  • Early alpha research preview with behavior and availability subject to change
  • Not yet audited against the full public benchmark suite used for mature catalog models
  • Not recommended for production-critical forecasting automation

Capabilities

forecastingquantile-forecastingmultivariatecovariateszero-shotresearch-preview

Tags

metisdsmdynamical-systemsinteractionsforecastingresearch-previewalpha

Specifications

Parameters
27M
Architecture
compact encoder-only transformer with group-aware attention and multi-step quantile decoding
Context length
2,048
Max context
2,048
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
Metis DSM Preview — TSFM.ai