Granite-TimeSeries-TTM-R1
onlineibm-research/granite-timeseries-ttm-v1805K params | 512 context | $0.00025 per forecast | Apache-2.0
This catalog entry maps the live `ttm-v1` deployment to IBM's official TTM-R1 family surface. TinyTimeMixer is a compact forecasting architecture built for fast zero-shot and few-shot forecasting on standard public benchmarks, with checkpoint specializations for specific context and prediction lengths rather than one universal dense model. It is the smallest and most deployment-friendly IBM checkpoint in the hosted catalog.
Model Classification
Family
Granite TTM
Type
time series foundation model
Pretrained time-series model exposed on TSFM.ai for zero-shot or few-shot forecasting workloads.
Resources
Training Data
Public Monash forecasting datasets including Australian Electricity and Weather, Bitcoin, KDD Cup 2018, London Smart Meters, Saugeen River Flow, Solar, US Births, and wind datasets; IBM states R1 used about 250M public training samples.
Recommended For
- • CPU-friendly or latency-sensitive forecasting baselines
- • Fast zero-shot checks before escalating to larger TSFMs
Strengths
- • Very small checkpoints with efficient deployment characteristics
- • Useful lightweight baseline for standard public forecasting workloads
Limitations
- • Lower ceiling than larger modern TSFM families on broad zero-shot leaderboards
- • Checkpoint families are tuned around specific context and prediction settings
Not Ideal For
- • Use cases that need one universal model across very different context and horizon regimes
Capabilities
Tags
Specifications
- Parameters
- 805K
- Architecture
- TinyTimeMixer
- Context length
- 512
- Max context
- 512
- 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
- Apache-2.0
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