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chronos handler to support chronos-bolt-* models #223
base: new_model_integrations
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relax parameters strictness
clarify citations
Address some issues in forecasting pipeline
TTM get model changes
@gganapavarapu Looks like it is failing because we are passing ID columns and this is not yet supported for Chronos? |
Something is up with the freq parameter too. |
Correct, ID columns is not supported. But, I was using only target columns in chronos handler. So, this should not be problem. |
TimeSeriesProcessor is not able to derive frequency as input data length is 1 in chronos lib tests. Chronos service tests are passing. So, either we need to handle this in TSFM service components or increase minimum_context_length in chronos tsfm_config.json. Our tests are expecting minimum of length 11. |
Running few tests to evaluate the options. |
Regarding increasing the minimum context length, that seems reasonable to me but @wgifford are there common use cases out there where someone would expect to get a forecast with a very small context like 1? I can see this for more traditional approaches like Arima but for DL-based models it seems like a degenerate case to me. |
converting this PR to draft until all units are passed. |
Set service device
Signed-off-by: Giridhar Ganapavarapu <[email protected]>
Signed-off-by: Giridhar Ganapavarapu <[email protected]>
Merged |
minimum context length is increased to 16. Tests are passing now without changes. Thank you @wgifford . |
This PR supports ID columns and model specific parameters for chronos models. |
This PR is to enable chronos-bolt-tiny model tsfm inference service.