docs: Spell check fixes (#24217)

**Description:** Spell check fixes for docs, comments, and a couple of
strings. No code change e.g. variable names.
**Issue:** none
**Dependencies:** none
**Twitter handle:** hmartin

libs/community/langchain_community/cross_encoders/huggingface.py

@@ -60,7 +60,7 @@ class HuggingFaceCrossEncoder(BaseModel, BaseCrossEncoder):
             List of scores, one for each pair.
         """
         scores = self.client.predict(text_pairs)
-        # Somes models e.g bert-multilingual-passage-reranking-msmarco
+        # Some models e.g bert-multilingual-passage-reranking-msmarco
         # gives two score not_relevant and relevant as compare with the query.
         if len(scores.shape) > 1:  # we are going to get the relevant scores
             scores = map(lambda x: x[1], scores)

libs/community/langchain_community/embeddings/ascend.py

@@ -60,7 +60,7 @@ class AscendEmbeddings(Embeddings, BaseModel):
             raise ValueError("model_path is required")
         if not os.access(values["model_path"], os.F_OK):
             raise FileNotFoundError(
-                f"Unabled to find valid model path in [{values['model_path']}]"
+                f"Unable to find valid model path in [{values['model_path']}]"
             )
         try:
             import torch_npu

libs/community/langchain_community/storage/sql.py

@@ -72,7 +72,7 @@ class SQLStore(BaseStore[str, bytes]):
             from langchain_rag.storage import SQLStore
 
             # Instantiate the SQLStore with the root path
-            sql_store = SQLStore(namespace="test", db_url="sqllite://:memory:")
+            sql_store = SQLStore(namespace="test", db_url="sqlite://:memory:")
 
             # Set values for keys
             sql_store.mset([("key1", b"value1"), ("key2", b"value2")])

libs/community/tests/integration_tests/tools/zenguard/test_zenguard.py

@@ -9,7 +9,7 @@ from langchain_community.tools.zenguard.tool import Detector, ZenGuardTool
 @pytest.fixture()
 def zenguard_tool() -> ZenGuardTool:
     if os.getenv("ZENGUARD_API_KEY") is None:
-        raise ValueError("ZENGUARD_API_KEY is not set in environment varibale")
+        raise ValueError("ZENGUARD_API_KEY is not set in environment variable")
     return ZenGuardTool()
 
 

libs/community/tests/unit_tests/graph_vectorstores/extractors/test_html_link_extractor.py

@@ -12,7 +12,7 @@ PAGE_1 = """
 Hello.
 <a href="relative">Relative</a>
 <a href="/relative-base">Relative base.</a>
-<a href="http://cnn.com">Aboslute</a>
+<a href="http://cnn.com">Absolute</a>
 <a href="//same.foo">Test</a>
 </body>
 </html>