diff --git a/README.md b/README.md
index daa22842..b83ad2d0 100644
--- a/README.md
+++ b/README.md
@@ -35,8 +35,8 @@ Use Graphiti to:
-A knowledge graph is a network of interconnected facts, such as _“Kendra loves Adidas shoes.”_ Each fact is a “triplet” represented by two entities, or
-nodes (_”Kendra”_, _“Adidas shoes”_), and their relationship, or edge (_”loves”_). Knowledge Graphs have been explored
+A knowledge graph is a network of interconnected facts, such as _"Kendra loves Adidas shoes."_ Each fact is a "triplet" represented by two entities, or
+nodes ("Kendra", "Adidas shoes"), and their relationship, or edge ("loves"). Knowledge Graphs have been explored
extensively for information retrieval. What makes Graphiti unique is its ability to autonomously build a knowledge graph
while handling changing relationships and maintaining historical context.
@@ -96,7 +96,7 @@ Requirements:
Optional:
-- Anthropic or Groq API key (for alternative LLM providers)
+- Google Gemini, Anthropic, or Groq API key (for alternative LLM providers)
> [!TIP]
> The simplest way to install Neo4j is via [Neo4j Desktop](https://neo4j.com/download/). It provides a user-friendly
@@ -112,6 +112,22 @@ or
poetry add graphiti-core
```
+You can also install optional LLM providers as extras:
+
+```bash
+# Install with Anthropic support
+pip install graphiti-core[anthropic]
+
+# Install with Groq support
+pip install graphiti-core[groq]
+
+# Install with Google Gemini support
+pip install graphiti-core[google-genai]
+
+# Install with multiple providers
+pip install graphiti-core[anthropic,groq,google-genai]
+```
+
## Quick Start
> [!IMPORTANT]
@@ -211,6 +227,42 @@ graphiti = Graphiti(
Make sure to replace the placeholder values with your actual Azure OpenAI credentials and specify the correct embedding model name that's deployed in your Azure OpenAI service.
+## Using Graphiti with Google Gemini
+
+Graphiti supports Google's Gemini models for both LLM inference and embeddings. To use Gemini, you'll need to configure both the LLM client and embedder with your Google API key.
+
+```python
+from graphiti_core import Graphiti
+from graphiti_core.llm_client.gemini_client import GeminiClient, LLMConfig
+from graphiti_core.embedder.gemini import GeminiEmbedder, GeminiEmbedderConfig
+
+# Google API key configuration
+api_key = ""
+
+# Initialize Graphiti with Gemini clients
+graphiti = Graphiti(
+ "bolt://localhost:7687",
+ "neo4j",
+ "password",
+ llm_client=GeminiClient(
+ config=LLMConfig(
+ api_key=api_key,
+ model="gemini-2.0-flash"
+ )
+ ),
+ embedder=GeminiEmbedder(
+ config=GeminiEmbedderConfig(
+ api_key=api_key,
+ embedding_model="embedding-001"
+ )
+ )
+)
+
+# Now you can use Graphiti with Google Gemini
+```
+
+Make sure to replace the placeholder value with your actual Google API key. You can find more details in the example file at `examples/gemini_example.py`.
+
## Documentation
- [Guides and API documentation](https://help.getzep.com/graphiti).
diff --git a/graphiti_core/embedder/__init__.py b/graphiti_core/embedder/__init__.py
index 9e952726..aea15619 100644
--- a/graphiti_core/embedder/__init__.py
+++ b/graphiti_core/embedder/__init__.py
@@ -1,4 +1,8 @@
from .client import EmbedderClient
from .openai import OpenAIEmbedder, OpenAIEmbedderConfig
-__all__ = ['EmbedderClient', 'OpenAIEmbedder', 'OpenAIEmbedderConfig']
+__all__ = [
+ 'EmbedderClient',
+ 'OpenAIEmbedder',
+ 'OpenAIEmbedderConfig',
+]
diff --git a/graphiti_core/embedder/gemini.py b/graphiti_core/embedder/gemini.py
new file mode 100644
index 00000000..fc92f96e
--- /dev/null
+++ b/graphiti_core/embedder/gemini.py
@@ -0,0 +1,68 @@
+"""
+Copyright 2024, Zep Software, Inc.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+ http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+"""
+
+from collections.abc import Iterable
+
+from google import genai # type: ignore
+from google.genai import types # type: ignore
+from pydantic import Field
+
+from .client import EmbedderClient, EmbedderConfig
+
+DEFAULT_EMBEDDING_MODEL = 'embedding-001'
+
+
+class GeminiEmbedderConfig(EmbedderConfig):
+ embedding_model: str = Field(default=DEFAULT_EMBEDDING_MODEL)
+ api_key: str | None = None
+
+
+class GeminiEmbedder(EmbedderClient):
+ """
+ Google Gemini Embedder Client
+ """
+
+ def __init__(self, config: GeminiEmbedderConfig | None = None):
+ if config is None:
+ config = GeminiEmbedderConfig()
+ self.config = config
+
+ # Configure the Gemini API
+ self.client = genai.Client(
+ api_key=config.api_key,
+ )
+
+ async def create(
+ self, input_data: str | list[str] | Iterable[int] | Iterable[Iterable[int]]
+ ) -> list[float]:
+ """
+ Create embeddings for the given input data using Google's Gemini embedding model.
+
+ Args:
+ input_data: The input data to create embeddings for. Can be a string, list of strings,
+ or an iterable of integers or iterables of integers.
+
+ Returns:
+ A list of floats representing the embedding vector.
+ """
+ # Generate embeddings
+ result = await self.client.aio.models.embed_content(
+ model=self.config.embedding_model or DEFAULT_EMBEDDING_MODEL,
+ contents=[input_data],
+ config=types.EmbedContentConfig(output_dimensionality=self.config.embedding_dim),
+ )
+
+ return result.embeddings[0].values
diff --git a/graphiti_core/graphiti.py b/graphiti_core/graphiti.py
index daa63c06..c2e54b5a 100644
--- a/graphiti_core/graphiti.py
+++ b/graphiti_core/graphiti.py
@@ -71,10 +71,7 @@ from graphiti_core.utils.maintenance.graph_data_operations import (
build_indices_and_constraints,
retrieve_episodes,
)
-from graphiti_core.utils.maintenance.node_operations import (
- extract_nodes,
- resolve_extracted_nodes,
-)
+from graphiti_core.utils.maintenance.node_operations import extract_nodes, resolve_extracted_nodes
from graphiti_core.utils.maintenance.temporal_operations import get_edge_contradictions
from graphiti_core.utils.ontology_utils.entity_types_utils import validate_entity_types
diff --git a/graphiti_core/llm_client/gemini_client.py b/graphiti_core/llm_client/gemini_client.py
new file mode 100644
index 00000000..02186fc4
--- /dev/null
+++ b/graphiti_core/llm_client/gemini_client.py
@@ -0,0 +1,186 @@
+"""
+Copyright 2024, Zep Software, Inc.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+ http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+"""
+
+import json
+import logging
+import typing
+
+from google import genai # type: ignore
+from google.genai import types # type: ignore
+from pydantic import BaseModel
+
+from ..prompts.models import Message
+from .client import LLMClient
+from .config import DEFAULT_MAX_TOKENS, LLMConfig
+from .errors import RateLimitError
+
+logger = logging.getLogger(__name__)
+
+DEFAULT_MODEL = 'gemini-2.0-flash'
+
+
+class GeminiClient(LLMClient):
+ """
+ GeminiClient is a client class for interacting with Google's Gemini language models.
+
+ This class extends the LLMClient and provides methods to initialize the client
+ and generate responses from the Gemini language model.
+
+ Attributes:
+ model (str): The model name to use for generating responses.
+ temperature (float): The temperature to use for generating responses.
+ max_tokens (int): The maximum number of tokens to generate in a response.
+
+ Methods:
+ __init__(config: LLMConfig | None = None, cache: bool = False):
+ Initializes the GeminiClient with the provided configuration and cache setting.
+
+ _generate_response(messages: list[Message]) -> dict[str, typing.Any]:
+ Generates a response from the language model based on the provided messages.
+ """
+
+ def __init__(
+ self,
+ config: LLMConfig | None = None,
+ cache: bool = False,
+ max_tokens: int = DEFAULT_MAX_TOKENS,
+ ):
+ """
+ Initialize the GeminiClient with the provided configuration and cache setting.
+
+ Args:
+ config (LLMConfig | None): The configuration for the LLM client, including API key, model, temperature, and max tokens.
+ cache (bool): Whether to use caching for responses. Defaults to False.
+ """
+ if config is None:
+ config = LLMConfig()
+
+ super().__init__(config, cache)
+
+ self.model = config.model
+ # Configure the Gemini API
+ self.client = genai.Client(
+ api_key=config.api_key,
+ )
+ self.max_tokens = max_tokens
+
+ async def _generate_response(
+ self,
+ messages: list[Message],
+ response_model: type[BaseModel] | None = None,
+ max_tokens: int = DEFAULT_MAX_TOKENS,
+ ) -> dict[str, typing.Any]:
+ """
+ Generate a response from the Gemini language model.
+
+ Args:
+ messages (list[Message]): A list of messages to send to the language model.
+ response_model (type[BaseModel] | None): An optional Pydantic model to parse the response into.
+ max_tokens (int): The maximum number of tokens to generate in the response.
+
+ Returns:
+ dict[str, typing.Any]: The response from the language model.
+
+ Raises:
+ RateLimitError: If the API rate limit is exceeded.
+ RefusalError: If the content is blocked by the model.
+ Exception: If there is an error generating the response.
+ """
+ try:
+ gemini_messages: list[types.Content] = []
+ # If a response model is provided, add schema for structured output
+ system_prompt = ''
+ if response_model is not None:
+ # Get the schema from the Pydantic model
+ pydantic_schema = response_model.model_json_schema()
+
+ # Create instruction to output in the desired JSON format
+ system_prompt += (
+ f'Output ONLY valid JSON matching this schema: {json.dumps(pydantic_schema)}.\n'
+ 'Do not include any explanatory text before or after the JSON.\n\n'
+ )
+
+ # Add messages content
+ # First check for a system message
+ if messages and messages[0].role == 'system':
+ system_prompt = f'{messages[0].content}\n\n {system_prompt}'
+ messages = messages[1:]
+
+ # Add the rest of the messages
+ for m in messages:
+ m.content = self._clean_input(m.content)
+ gemini_messages.append(
+ types.Content(role=m.role, parts=[types.Part.from_text(text=m.content)])
+ )
+
+ # Create generation config
+ generation_config = types.GenerateContentConfig(
+ temperature=self.temperature,
+ max_output_tokens=max_tokens or self.max_tokens,
+ response_mime_type='application/json' if response_model else None,
+ response_schema=response_model if response_model else None,
+ system_instruction=system_prompt,
+ )
+
+ # Generate content using the simple string approach
+ response = await self.client.aio.models.generate_content(
+ model=self.model or DEFAULT_MODEL,
+ contents=gemini_messages,
+ config=generation_config,
+ )
+
+ # If this was a structured output request, parse the response into the Pydantic model
+ if response_model is not None:
+ try:
+ validated_model = response_model.model_validate(json.loads(response.text))
+
+ # Return as a dictionary for API consistency
+ return validated_model.model_dump()
+ except Exception as e:
+ raise Exception(f'Failed to parse structured response: {e}') from e
+
+ # Otherwise, return the response text as a dictionary
+ return {'content': response.text}
+
+ except Exception as e:
+ # Check if it's a rate limit error
+ if 'rate limit' in str(e).lower() or 'quota' in str(e).lower():
+ raise RateLimitError from e
+ logger.error(f'Error in generating LLM response: {e}')
+ raise
+
+ async def generate_response(
+ self,
+ messages: list[Message],
+ response_model: type[BaseModel] | None = None,
+ max_tokens: int = DEFAULT_MAX_TOKENS,
+ ) -> dict[str, typing.Any]:
+ """
+ Generate a response from the Gemini language model.
+ This method overrides the parent class method to provide a direct implementation.
+
+ Args:
+ messages (list[Message]): A list of messages to send to the language model.
+ response_model (type[BaseModel] | None): An optional Pydantic model to parse the response into.
+ max_tokens (int): The maximum number of tokens to generate in the response.
+
+ Returns:
+ dict[str, typing.Any]: The response from the language model.
+ """
+ # Call the internal _generate_response method
+ return await self._generate_response(
+ messages=messages, response_model=response_model, max_tokens=max_tokens
+ )
diff --git a/graphiti_core/prompts/lib.py b/graphiti_core/prompts/lib.py
index 6757a1bd..dc569f3f 100644
--- a/graphiti_core/prompts/lib.py
+++ b/graphiti_core/prompts/lib.py
@@ -16,63 +16,27 @@ limitations under the License.
from typing import Any, Protocol, TypedDict
-from .dedupe_edges import (
- Prompt as DedupeEdgesPrompt,
-)
-from .dedupe_edges import (
- Versions as DedupeEdgesVersions,
-)
-from .dedupe_edges import (
- versions as dedupe_edges_versions,
-)
-from .dedupe_nodes import (
- Prompt as DedupeNodesPrompt,
-)
-from .dedupe_nodes import (
- Versions as DedupeNodesVersions,
-)
-from .dedupe_nodes import (
- versions as dedupe_nodes_versions,
-)
+from .dedupe_edges import Prompt as DedupeEdgesPrompt
+from .dedupe_edges import Versions as DedupeEdgesVersions
+from .dedupe_edges import versions as dedupe_edges_versions
+from .dedupe_nodes import Prompt as DedupeNodesPrompt
+from .dedupe_nodes import Versions as DedupeNodesVersions
+from .dedupe_nodes import versions as dedupe_nodes_versions
from .eval import Prompt as EvalPrompt
from .eval import Versions as EvalVersions
from .eval import versions as eval_versions
-from .extract_edge_dates import (
- Prompt as ExtractEdgeDatesPrompt,
-)
-from .extract_edge_dates import (
- Versions as ExtractEdgeDatesVersions,
-)
-from .extract_edge_dates import (
- versions as extract_edge_dates_versions,
-)
-from .extract_edges import (
- Prompt as ExtractEdgesPrompt,
-)
-from .extract_edges import (
- Versions as ExtractEdgesVersions,
-)
-from .extract_edges import (
- versions as extract_edges_versions,
-)
-from .extract_nodes import (
- Prompt as ExtractNodesPrompt,
-)
-from .extract_nodes import (
- Versions as ExtractNodesVersions,
-)
-from .extract_nodes import (
- versions as extract_nodes_versions,
-)
-from .invalidate_edges import (
- Prompt as InvalidateEdgesPrompt,
-)
-from .invalidate_edges import (
- Versions as InvalidateEdgesVersions,
-)
-from .invalidate_edges import (
- versions as invalidate_edges_versions,
-)
+from .extract_edge_dates import Prompt as ExtractEdgeDatesPrompt
+from .extract_edge_dates import Versions as ExtractEdgeDatesVersions
+from .extract_edge_dates import versions as extract_edge_dates_versions
+from .extract_edges import Prompt as ExtractEdgesPrompt
+from .extract_edges import Versions as ExtractEdgesVersions
+from .extract_edges import versions as extract_edges_versions
+from .extract_nodes import Prompt as ExtractNodesPrompt
+from .extract_nodes import Versions as ExtractNodesVersions
+from .extract_nodes import versions as extract_nodes_versions
+from .invalidate_edges import Prompt as InvalidateEdgesPrompt
+from .invalidate_edges import Versions as InvalidateEdgesVersions
+from .invalidate_edges import versions as invalidate_edges_versions
from .models import Message, PromptFunction
from .prompt_helpers import DO_NOT_ESCAPE_UNICODE
from .summarize_nodes import Prompt as SummarizeNodesPrompt
diff --git a/graphiti_core/utils/maintenance/__init__.py b/graphiti_core/utils/maintenance/__init__.py
index 65fca2c2..b6d9da08 100644
--- a/graphiti_core/utils/maintenance/__init__.py
+++ b/graphiti_core/utils/maintenance/__init__.py
@@ -1,8 +1,5 @@
from .edge_operations import build_episodic_edges, extract_edges
-from .graph_data_operations import (
- clear_data,
- retrieve_episodes,
-)
+from .graph_data_operations import clear_data, retrieve_episodes
from .node_operations import extract_nodes
__all__ = [
diff --git a/graphiti_core/utils/maintenance/community_operations.py b/graphiti_core/utils/maintenance/community_operations.py
index 0db68aed..b4927c9e 100644
--- a/graphiti_core/utils/maintenance/community_operations.py
+++ b/graphiti_core/utils/maintenance/community_operations.py
@@ -9,11 +9,7 @@ from graphiti_core.edges import CommunityEdge
from graphiti_core.embedder import EmbedderClient
from graphiti_core.helpers import DEFAULT_DATABASE, semaphore_gather
from graphiti_core.llm_client import LLMClient
-from graphiti_core.nodes import (
- CommunityNode,
- EntityNode,
- get_community_node_from_record,
-)
+from graphiti_core.nodes import CommunityNode, EntityNode, get_community_node_from_record
from graphiti_core.prompts import prompt_library
from graphiti_core.prompts.summarize_nodes import Summary, SummaryDescription
from graphiti_core.utils.datetime_utils import utc_now
diff --git a/graphiti_core/utils/maintenance/node_operations.py b/graphiti_core/utils/maintenance/node_operations.py
index 730761cb..f5cc046f 100644
--- a/graphiti_core/utils/maintenance/node_operations.py
+++ b/graphiti_core/utils/maintenance/node_operations.py
@@ -26,11 +26,7 @@ from graphiti_core.llm_client import LLMClient
from graphiti_core.nodes import EntityNode, EpisodeType, EpisodicNode
from graphiti_core.prompts import prompt_library
from graphiti_core.prompts.dedupe_nodes import NodeDuplicate
-from graphiti_core.prompts.extract_nodes import (
- EntityClassification,
- ExtractedNodes,
- MissedEntities,
-)
+from graphiti_core.prompts.extract_nodes import EntityClassification, ExtractedNodes, MissedEntities
from graphiti_core.prompts.summarize_nodes import Summary
from graphiti_core.utils.datetime_utils import utc_now
diff --git a/poetry.lock b/poetry.lock
index 74ec9d81..4625e193 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -13,92 +13,92 @@ files = [
[[package]]
name = "aiohttp"
-version = "3.11.14"
+version = "3.11.16"
description = "Async http client/server framework (asyncio)"
optional = false
python-versions = ">=3.9"
files = [
- {file = "aiohttp-3.11.14-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:e2bc827c01f75803de77b134afdbf74fa74b62970eafdf190f3244931d7a5c0d"},
- {file = "aiohttp-3.11.14-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:e365034c5cf6cf74f57420b57682ea79e19eb29033399dd3f40de4d0171998fa"},
- {file = "aiohttp-3.11.14-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:c32593ead1a8c6aabd58f9d7ee706e48beac796bb0cb71d6b60f2c1056f0a65f"},
- {file = "aiohttp-3.11.14-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b4e7c7ec4146a94a307ca4f112802a8e26d969018fabed526efc340d21d3e7d0"},
- {file = "aiohttp-3.11.14-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:c8b2df9feac55043759aa89f722a967d977d80f8b5865a4153fc41c93b957efc"},
- {file = "aiohttp-3.11.14-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:c7571f99525c76a6280f5fe8e194eeb8cb4da55586c3c61c59c33a33f10cfce7"},
- {file = "aiohttp-3.11.14-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b59d096b5537ec7c85954cb97d821aae35cfccce3357a2cafe85660cc6295628"},
- {file = "aiohttp-3.11.14-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:b42dbd097abb44b3f1156b4bf978ec5853840802d6eee2784857be11ee82c6a0"},
- {file = "aiohttp-3.11.14-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:b05774864c87210c531b48dfeb2f7659407c2dda8643104fb4ae5e2c311d12d9"},
- {file = "aiohttp-3.11.14-cp310-cp310-musllinux_1_2_armv7l.whl", hash = "sha256:4e2e8ef37d4bc110917d038807ee3af82700a93ab2ba5687afae5271b8bc50ff"},
- {file = "aiohttp-3.11.14-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:e9faafa74dbb906b2b6f3eb9942352e9e9db8d583ffed4be618a89bd71a4e914"},
- {file = "aiohttp-3.11.14-cp310-cp310-musllinux_1_2_ppc64le.whl", hash = "sha256:7e7abe865504f41b10777ac162c727af14e9f4db9262e3ed8254179053f63e6d"},
- {file = "aiohttp-3.11.14-cp310-cp310-musllinux_1_2_s390x.whl", hash = "sha256:4848ae31ad44330b30f16c71e4f586cd5402a846b11264c412de99fa768f00f3"},
- {file = "aiohttp-3.11.14-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:2d0b46abee5b5737cb479cc9139b29f010a37b1875ee56d142aefc10686a390b"},
- {file = "aiohttp-3.11.14-cp310-cp310-win32.whl", hash = "sha256:a0d2c04a623ab83963576548ce098baf711a18e2c32c542b62322a0b4584b990"},
- {file = "aiohttp-3.11.14-cp310-cp310-win_amd64.whl", hash = "sha256:5409a59d5057f2386bb8b8f8bbcfb6e15505cedd8b2445db510563b5d7ea1186"},
- {file = "aiohttp-3.11.14-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:f296d637a50bb15fb6a229fbb0eb053080e703b53dbfe55b1e4bb1c5ed25d325"},
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ftfy = ["ftfy"]
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sentencepiece = ["protobuf", "sentencepiece (>=0.1.91,!=0.1.92)"]
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sigopt = ["sigopt"]
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@@ -4498,101 +4491,111 @@ test = ["websockets"]
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name = "yarl"
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description = "Yet another URL library"
optional = false
python-versions = ">=3.9"
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]
[package.dependencies]
idna = ">=2.0"
multidict = ">=4.0"
-propcache = ">=0.2.0"
+propcache = ">=0.2.1"
+
+[extras]
+anthropic = []
+google-genai = []
+groq = []
[metadata]
lock-version = "2.0"
python-versions = "^3.10"
-content-hash = "03d855eab191cb89a4f91966382e876ada40bd913ee142501cdfc592670215fa"
+content-hash = "8755ece09156e4b88e05953531d75a0bf59bddc4c86fd458ccd60cdfce3f8632"
diff --git a/pyproject.toml b/pyproject.toml
index 55c4b70a..922651ae 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -21,7 +21,11 @@ openai = "^1.53.0"
tenacity = "9.0.0"
numpy = ">=1.0.0"
python-dotenv = "^1.0.1"
-anthropic = "~0.49.0"
+
+[tool.poetry.extras]
+anthropic = ["anthropic"]
+groq = ["groq"]
+google-genai = ["google-genai"]
[tool.poetry.group.dev.dependencies]
mypy = "^1.11.1"
diff --git a/server/graph_service/dto/__init__.py b/server/graph_service/dto/__init__.py
index 284b26b1..375c9c43 100644
--- a/server/graph_service/dto/__init__.py
+++ b/server/graph_service/dto/__init__.py
@@ -1,12 +1,6 @@
from .common import Message, Result
from .ingest import AddEntityNodeRequest, AddMessagesRequest
-from .retrieve import (
- FactResult,
- GetMemoryRequest,
- GetMemoryResponse,
- SearchQuery,
- SearchResults,
-)
+from .retrieve import FactResult, GetMemoryRequest, GetMemoryResponse, SearchQuery, SearchResults
__all__ = [
'SearchQuery',
diff --git a/tests/test_graphiti_int.py b/tests/test_graphiti_int.py
index 23def856..cde8c6ed 100644
--- a/tests/test_graphiti_int.py
+++ b/tests/test_graphiti_int.py
@@ -26,9 +26,7 @@ from graphiti_core.edges import EntityEdge, EpisodicEdge
from graphiti_core.graphiti import Graphiti
from graphiti_core.helpers import semaphore_gather
from graphiti_core.nodes import EntityNode, EpisodicNode
-from graphiti_core.search.search_config_recipes import (
- COMBINED_HYBRID_SEARCH_CROSS_ENCODER,
-)
+from graphiti_core.search.search_config_recipes import COMBINED_HYBRID_SEARCH_CROSS_ENCODER
from graphiti_core.search.search_filters import SearchFilters
pytestmark = pytest.mark.integration