karthikreddy-02 opened a new issue, #17301:
URL: https://github.com/apache/iotdb/issues/17301

   ### Search before asking
   
   - [x] I searched in the [issues](https://github.com/apache/iotdb/issues) and 
found nothing similar.
   
   
   ### Motivation
   
   Description:
   
   Summary: This issue tracks the integration of IBM Research's 
[PatchTST-FM-R1](https://huggingface.co/ibm-research/patchtst-fm-r1) into IoTDB 
AINode's built-in model registry, following the contribution guide documented 
[here](https://iotdb.apache.org/UserGuide/latest-Table/AI-capability/AINode_Upgrade_apache.html#_6-contributing-open-source-time-series-large-models-to-iotdb-ainode).
   
   Motivation: PatchTST-FM-R1 is a SOTA patch-based Transformer foundation 
model for time series forecasting. Adding it expands the range of zero-shot 
forecasting options available to IoTDB users without requiring model training.
   
   Implementation Plan:
   
   Create iotdb-core/ainode/iotdb/ainode/core/model/patchtst/ directory with a 
PatchTSTFMPipeline extending 
   
   ForecastPipeline
   Register the model in BUILTIN_HF_TRANSFORMERS_MODEL_MAP in 
   
   model_info.py
   Add integration test
   Reference: PR #16903 (Chronos2 integration) as the implementation pattern.
   
   ### Solution
   
   _No response_
   
   ### Alternatives
   
   _No response_
   
   ### Are you willing to submit a PR?
   
   - [x] I'm willing to submit a PR!


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