docs: fix some spelling mistakes caught by newest version of code spe…

…ll (langchain-ai#22090)

Going to merge this even though it doesn't pass all tests, and open a
separate PR for the remaining spelling mistakes.

docs/docs/integrations/providers/langchain_decorators.mdx

@@ -205,7 +205,7 @@ For chat models is very useful to define prompt as a set of message templates...
 def simulate_conversation(human_input:str, agent_role:str="a pirate"):
     """
     ## System message
-     - note the `:system` sufix inside the <prompt:_role_> tag
+     - note the `:system` suffix inside the <prompt:_role_> tag
      
 
     ```<prompt:system>

libs/community/langchain_community/retrievers/google_cloud_documentai_warehouse.py

@@ -32,7 +32,7 @@ class GoogleDocumentAIWarehouseRetriever(BaseRetriever):
 
     Documents should be created and documents should be uploaded
         in a separate flow, and this retriever uses only Document AI
-        schema_id provided to search for revelant documents.
+        schema_id provided to search for relevant documents.
 
     More info: https://cloud.google.com/document-ai-warehouse.
     """

libs/community/langchain_community/vectorstores/milvus.py

@@ -62,7 +62,7 @@ class Milvus(VectorStore):
         primary_field (str): Name of the primary key field. Defaults to "pk".
         text_field (str): Name of the text field. Defaults to "text".
         vector_field (str): Name of the vector field. Defaults to "vector".
-        metadata_field (str): Name of the metadta field. Defaults to None.
+        metadata_field (str): Name of the metadata field. Defaults to None.
             When metadata_field is specified,
             the document's metadata will store as json.
 

libs/community/tests/unit_tests/callbacks/fake_callback_handler.py

@@ -21,7 +21,7 @@ class BaseFakeCallbackHandler(BaseModel):
     ignore_retriever_: bool = False
     ignore_chat_model_: bool = False
 
-    # to allow for similar callback handlers that are not technicall equal
+    # to allow for similar callback handlers that are not technically equal
     fake_id: Union[str, None] = None
 
     # add finer-grained counters for easier debugging of failing tests

libs/core/tests/unit_tests/fake/callbacks.py

@@ -22,7 +22,7 @@ class BaseFakeCallbackHandler(BaseModel):
     ignore_retriever_: bool = False
     ignore_chat_model_: bool = False
 
-    # to allow for similar callback handlers that are not technicall equal
+    # to allow for similar callback handlers that are not technically equal
     fake_id: Union[str, None] = None
 
     # add finer-grained counters for easier debugging of failing tests

libs/langchain/langchain/evaluation/scoring/prompt.py

@@ -1,6 +1,6 @@
 """Prompts for scoring the outputs of a models for a given question.
 
-This prompt is used to socre the responses and evaluate how it follows the instructions
+This prompt is used to score the responses and evaluate how it follows the instructions
 and answers the question. The prompt is based on the paper from
 Zheng, et. al. https://arxiv.org/abs/2306.05685
 """

libs/langchain/tests/unit_tests/callbacks/fake_callback_handler.py

@@ -21,7 +21,7 @@ class BaseFakeCallbackHandler(BaseModel):
     ignore_retriever_: bool = False
     ignore_chat_model_: bool = False
 
-    # to allow for similar callback handlers that are not technicall equal
+    # to allow for similar callback handlers that are not technically equal
     fake_id: Union[str, None] = None
 
     # add finer-grained counters for easier debugging of failing tests

libs/partners/anthropic/tests/unit_tests/_utils.py

@@ -19,7 +19,7 @@ class BaseFakeCallbackHandler(BaseModel):
     ignore_retriever_: bool = False
     ignore_chat_model_: bool = False
 
-    # to allow for similar callback handlers that are not technicall equal
+    # to allow for similar callback handlers that are not technically equal
     fake_id: Union[str, None] = None
 
     # add finer-grained counters for easier debugging of failing tests

libs/partners/openai/tests/unit_tests/fake/callbacks.py

@@ -22,7 +22,7 @@ class BaseFakeCallbackHandler(BaseModel):
     ignore_retriever_: bool = False
     ignore_chat_model_: bool = False
 
-    # to allow for similar callback handlers that are not technicall equal
+    # to allow for similar callback handlers that are not technically equal
     fake_id: Union[str, None] = None
 
     # add finer-grained counters for easier debugging of failing tests

libs/partners/prompty/tests/unit_tests/fake_callback_handler.py

@@ -22,7 +22,7 @@ class BaseFakeCallbackHandler(BaseModel):
     ignore_retriever_: bool = False
     ignore_chat_model_: bool = False
 
-    # to allow for similar callback handlers that are not technicall equal
+    # to allow for similar callback handlers that are not technically equal
     fake_id: Union[str, None] = None
 
     # add finer-grained counters for easier debugging of failing tests