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feat(AINode): [Issue-17301] Import PatchTST-FM-R1 architecture and re…#17327

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karthikreddy-02:integration-patchtst-17301
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feat(AINode): [Issue-17301] Import PatchTST-FM-R1 architecture and re…#17327
karthikreddy-02 wants to merge 1 commit intoapache:masterfrom
karthikreddy-02:integration-patchtst-17301

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Description
This Draft PR tracks the integration of IBM's PatchTST-FM-R1 into the AINode built-in model registry, resolving Issue #17301.

Current Progress:

Imported custom patchtst_fm architecture files (

configuration_patchtst_fm.py
and

modeling_patchtst_fm.py
) from the IBM Granite TSFM repository, as they are not natively supported in standard transformers yet.
Registered the model in BUILTIN_HF_TRANSFORMERS_MODEL_MAP under

model_info.py
.
Next Steps (WIP):

Implement PatchTSTFMPipeline extending

ForecastPipeline
for tensor reshaping.
Add integration tests.
This PR has:

x been self-reviewed.
added documentation for new or modified features or behaviors.
added Javadocs for most classes and all non-trivial methods.
added or updated version, license, or notice information
added comments explaining the "why" and the intent of the code wherever would not be obvious for an unfamiliar reader.
added unit tests or modified existing tests to cover new code paths, ensuring the threshold for code coverage.
added integration tests.
been tested in a test IoTDB cluster.
Key changed/added classes (or packages if there are too many classes) in this PR
iotdb.ainode.core.model.patchtst_fm.configuration_patchtst_fm (Added)
iotdb.ainode.core.model.patchtst_fm.modeling_patchtst_fm (Added)
iotdb.ainode.core.model.model_info.BUILTIN_HF_TRANSFORMERS_MODEL_MAP (Modified)

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