Upload intrinsic README.

README.md

@@ -1,17 +1,17 @@
 ---
 library_name: peft
-base_model: granite-4.0-micro
+base_model: ibm-granite/granite-4.0-micro
 tags:
   - mellea
 ---
 
 # stembolts Intrinsic Adapter
 
-This intrinsic adapter is designed to diagnose issues related to various engine components such as air filter, fuel line, piston rings, and mini-carburetor based on user-provided descriptions of symptoms.
+This intrinsic adapter analyzes plain text descriptions of vehicle engine issues to identify potential defective parts and provides a diagnostic likelihood score.
 
 ## Training Data
 
-The training dataset consists of JSONL-formatted records where each record contains a symptom description (item) and a corresponding label indicating the likely defective part with its diagnostic likelihood.
+The training dataset consists of JSONL formatted strings where each line contains an 'item' field with a description of the engine issue, and a 'label' field containing a JSON object specifying the suspected 'defective_part' and its corresponding 'diag_likelihood'.
 
 ### Examples
 
@@ -65,7 +65,7 @@ _INTRINSIC_MODEL_ID = "nfulton/stembolts"
 _INTRINSIC_ADAPTER_NAME = "stembolts"
 
 
-class StemboltsAdapter(CustomGraniteCommonAdapter):
+class StemBoltsAdapter(CustomGraniteCommonAdapter):
     def __init__(self, base_model_name: str):
         super().__init__(
             model_id=_INTRINSIC_MODEL_ID,
@@ -74,29 +74,29 @@ class StemboltsAdapter(CustomGraniteCommonAdapter):
         )
 
 
-class StemboltsIntrinsic(Intrinsic, SimpleComponent):
-    def __init__(self, description: str):
+class StemBoltsIntrinsic(Intrinsic, SimpleComponent):
+    def __init__(self, defect_description: str):
         Intrinsic.__init__(self, intrinsic_name=_INTRINSIC_ADAPTER_NAME)
-        SimpleComponent.__init__(self, description=description)
+        SimpleComponent.__init__(self, defect_description=defect_description)
 
     def format_for_llm(self):
         return SimpleComponent.format_for_llm(self)
 
-async def async_stembolts(description: str, ctx: Context, backend: Backend | AdapterMixin):
+async def async_stembolts(defect_description: str, ctx: Context, backend: Backend | AdapterMixin):
     # Backend.add_adapter should be idempotent, but we'll go ahead and check just in case.
     if adapter.qualified_name not in backend.list_adapters():
-        backend.add_adapter(StemboltsAdapter(backend.base_model_name))
-    action = StemboltsIntrinsic("stembolts", description)
+        backend.add_adapter(StemBoltsAdapter(backend.base_model_name))
+    action = StemBoltsIntrinsic("stembolts", defect_description)
     mot = await backend.generate_from_context(action, ctx)
     return mot
 
 
-def stembolts(description: str, ctx: Context, backend: Backend | AdapterMixin):
+def stembolts(defect_description: str, ctx: Context, backend: Backend | AdapterMixin):
     # Backend.add_adapter should be idempotent, but we'll go ahead and check just in case.
-    adapter = StemboltsAdapter(backend.base_model_name)
+    adapter = StemBoltsAdapter(backend.base_model_name)
     if adapter.qualified_name not in backend.list_adapters():
         backend.add_adapter(adapter)
-    action = StemboltsIntrinsic(description)
+    action = StemBoltsIntrinsic(defect_description)
     return mfuncs.act(action, ctx, backend)
 
 if __name__ == "__main__":
@@ -104,6 +104,6 @@ if __name__ == "__main__":
     from mellea.backends.model_ids import IBM_GRANITE_4_MICRO_3B
     from mellea.stdlib.context import ChatContext
     backend = LocalHFBackend(IBM_GRANITE_4_MICRO_3B)
-    result, ctx = stembolts(description='Airflow to the intake seems restricted; it bogs under throttle.', ctx=ChatContext(), backend=backend)
+    result, ctx = stembolts(defect_description='Airflow to the intake seems restricted; it bogs under throttle.', ctx=ChatContext(), backend=backend)
     print(result.value)
 ```