ephemerisFlowState r1 API

IBM Granite · hosted on Ephemeris

FlowState r1 API

IBM Granite's state-space forecaster that adapts to the sampling rate of the series. The smallest model in the panel.

Explicit mode"model": "flowstate-r1"
API nameflowstate-r1
PublisherIBM Granite
Weightsibm-granite/granite-timeseries-flowstate-r1
Size9M
LicenceApache-2.0
MultivariateNo
CovariatesNo
Context read2,048 most recent points
01

REST

Call FlowState r1 directly

cURLUTF-8
curl --request POST \
  --url https://ephemeris.cascade.industries/api/v1/forecast \
  --header "Authorization: Bearer pc_live_your_key" \
  --header "Content-Type: application/json" \
  --data '{
    "mode": "explicit",
    "model": "flowstate-r1",
    "series": [{ "values": [112, 118, 132, 129, 121, 135, 148, 148], "freq": "M" }],
    "horizon": 12,
    "quantiles": [0.1, 0.5, 0.9]
  }'
02

Agents

From Claude, Cursor or any MCP client

Add the Ephemeris MCP server, then ask your agent to forecast with flowstate-r1. The forecast tool takes mode: "explicit", model: "flowstate-r1".

03

Accuracy

How it scores

On GIFT-Eval (97 configurations, official harness), FlowState r1 alone scores CRPS 0.5221 and MASE 0.7506 as a ratio to seasonal naive (lower is better). The Ephemeris ensemble, which includes it, scores 0.4662 and 0.6841. Full benchmark results.

No GPU to run

Forecast with FlowState r1 in one request.