Upgrade Anthropic & clean ruff/mypy stuffs

CHANGELOG.md

@@ -5,8 +5,19 @@
 ### Added
 
 - Added optional schema enforcement as a validation layer after entity and relation extraction.
+- Introduced a linear hybrid search ranker for HybridRetriever and HybridCypherRetriever, allowing customizable ranking with an `alpha` parameter.
 - Introduced SearchQueryParseError for handling invalid Lucene query strings in HybridRetriever and HybridCypherRetriever.
 
+### Fixed
+
+- Fixed config loading after module reload (usage in jupyter notebooks)
+
+### Changed
+
+- Qdrant retriever now fallbacks on the point ID if the `external_id_property` is not found in the payload.
+- Updated a few dependencies, mainly `pypdf`, `anthropic` and `cohere`.
+
+
 ## 1.5.0
 
 ### Added
@@ -18,7 +29,7 @@
 - Introduced Neo4jMessageHistory and InMemoryMessageHistory classes for managing LLM message histories.
 - Added examples and documentation for using message history with Neo4j and in-memory storage.
 - Updated LLM and GraphRAG classes to support new message history classes.
-- Introduced a linear hybrid search ranker for HybridRetriever and HybridCypherRetriever, allowing customizable ranking with an `alpha` parameter.
+
 ### Changed
 
 - Refactored index-related functions for improved compatibility and functionality.
@@ -311,4 +322,3 @@
 
 -   Updated documentation to include new custom exceptions.
 -   Improved the use of Pydantic for input data validation for retriever objects.
--   Fixed config loading after module reload (usage in jupyter notebooks)

pyproject.toml

@@ -50,7 +50,7 @@ mistralai = {version = "^1.0.3", optional = true}
 qdrant-client = {version = "^1.11.3", optional = true}
 llama-index = {version = "^0.12.0", optional = true }
 openai = {version = "^1.51.1", optional = true }
-anthropic = { version = "^0.36.0", optional = true}
+anthropic = {version = "^0.49.0", optional = true}
 sentence-transformers = {version = "^3.0.0", optional = true }
 ollama = {version = "^0.4.4", optional = true}
 

src/neo4j_graphrag/experimental/components/entity_relation_extractor.py

@@ -346,13 +346,11 @@ async def run(
         return graph
 
     def validate_chunk(
-            self,
-            chunk_graph: Neo4jGraph,
-            schema: SchemaConfig
+        self, chunk_graph: Neo4jGraph, schema: SchemaConfig
     ) -> Neo4jGraph:
         """
-         Perform validation after entity and relation extraction:
-         - Enforce schema if schema enforcement mode is on and schema is provided
+        Perform validation after entity and relation extraction:
+        - Enforce schema if schema enforcement mode is on and schema is provided
         """
         if self.enforce_schema != SchemaEnforcementMode.NONE:
             if not schema or not schema.entities:  # schema is not provided
@@ -365,9 +363,9 @@ def validate_chunk(
         return chunk_graph
 
     def _clean_graph(
-            self,
-            graph: Neo4jGraph,
-            schema: SchemaConfig,
+        self,
+        graph: Neo4jGraph,
+        schema: SchemaConfig,
     ) -> Neo4jGraph:
         """
         Verify that the graph conforms to the provided schema.
@@ -389,17 +387,15 @@ def _clean_graph(
         return Neo4jGraph(nodes=filtered_nodes, relationships=filtered_rels)
 
     def _enforce_nodes(
-            self,
-            extracted_nodes: List[Neo4jNode],
-            schema: SchemaConfig
+        self, extracted_nodes: List[Neo4jNode], schema: SchemaConfig
     ) -> List[Neo4jNode]:
         """
-            Filter extracted nodes to be conformant to the schema.
+        Filter extracted nodes to be conformant to the schema.
 
-            Keep only those whose label is in schema.
-            For each valid node, filter out properties not present in the schema.
-            Remove a node if it ends up with no valid properties.
-            """
+        Keep only those whose label is in schema.
+        For each valid node, filter out properties not present in the schema.
+        Remove a node if it ends up with no valid properties.
+        """
         if self.enforce_schema != SchemaEnforcementMode.STRICT:
             return extracted_nodes
 
@@ -424,10 +420,10 @@ def _enforce_nodes(
         return valid_nodes
 
     def _enforce_relationships(
-            self,
-            extracted_relationships: List[Neo4jRelationship],
-            filtered_nodes: List[Neo4jNode],
-            schema: SchemaConfig
+        self,
+        extracted_relationships: List[Neo4jRelationship],
+        filtered_nodes: List[Neo4jNode],
+        schema: SchemaConfig,
     ) -> List[Neo4jRelationship]:
         """
         Filter extracted nodes to be conformant to the schema.
@@ -447,12 +443,16 @@ def _enforce_relationships(
         potential_schema = schema.potential_schema
 
         for rel in extracted_relationships:
-            schema_relation = schema.relations.get(rel.type)
+            schema_relation = (
+                schema.relations.get(rel.type) if schema.relations else None
+            )
             if not schema_relation:
                 continue
 
-            if (rel.start_node_id not in valid_nodes or
-                    rel.end_node_id not in valid_nodes):
+            if (
+                rel.start_node_id not in valid_nodes
+                or rel.end_node_id not in valid_nodes
+            ):
                 continue
 
             start_label = valid_nodes[rel.start_node_id]
@@ -461,8 +461,11 @@ def _enforce_relationships(
             tuple_valid = True
             if potential_schema:
                 tuple_valid = (start_label, rel.type, end_label) in potential_schema
-                reverse_tuple_valid = ((end_label, rel.type, start_label) in
-                                       potential_schema)
+                reverse_tuple_valid = (
+                    end_label,
+                    rel.type,
+                    start_label,
+                ) in potential_schema
 
                 if not tuple_valid and not reverse_tuple_valid:
                     continue
@@ -483,18 +486,13 @@ def _enforce_relationships(
         return valid_rels
 
     def _enforce_properties(
-            self,
-            properties: Dict[str, Any],
-            valid_properties: List[Dict[str, Any]]
+        self, properties: Dict[str, Any], valid_properties: List[Dict[str, Any]]
     ) -> Dict[str, Any]:
         """
         Filter properties.
         Keep only those that exist in schema (i.e., valid properties).
         """
         valid_prop_names = {prop["name"] for prop in valid_properties}
         return {
-            key: value
-            for key, value in properties.items()
-            if key in valid_prop_names
+            key: value for key, value in properties.items() if key in valid_prop_names
         }
-

src/neo4j_graphrag/experimental/pipeline/config/template_pipeline/simple_kg_builder.py

@@ -39,7 +39,7 @@
 )
 from neo4j_graphrag.experimental.components.types import (
     LexicalGraphConfig,
-    SchemaEnforcementMode
+    SchemaEnforcementMode,
 )
 from neo4j_graphrag.experimental.pipeline.config.object_config import ComponentType
 from neo4j_graphrag.experimental.pipeline.config.template_pipeline.base import (

src/neo4j_graphrag/llm/cohere_llm.py

@@ -124,7 +124,7 @@ def invoke(
         except self.cohere_api_error as e:
             raise LLMGenerationError(e)
         return LLMResponse(
-            content=res.message.content[0].text,
+            content=res.message.content[0].text if res.message.content else "",
         )
 
     async def ainvoke(
@@ -148,12 +148,12 @@ async def ainvoke(
             if isinstance(message_history, MessageHistory):
                 message_history = message_history.messages
             messages = self.get_messages(input, message_history, system_instruction)
-            res = self.async_client.chat(
+            res = await self.async_client.chat(
                 messages=messages,
                 model=self.model_name,
             )
         except self.cohere_api_error as e:
             raise LLMGenerationError(e)
         return LLMResponse(
-            content=res.message.content[0].text,
+            content=res.message.content[0].text if res.message.content else "",
         )