From 2004427acd86ec88e3dd64345379b4f214f61339 Mon Sep 17 00:00:00 2001 From: Dev Khant Date: Wed, 26 Mar 2025 11:25:03 +0530 Subject: [PATCH] tools fix and formatting (#2441) --- mem0/client/main.py | 22 +- mem0/configs/prompts.py | 5 +- mem0/embeddings/configs.py | 11 +- mem0/embeddings/gemini.py | 4 +- mem0/embeddings/lmstudio.py | 6 +- mem0/embeddings/openai.py | 16 +- mem0/llms/azure_openai_structured.py | 3 +- mem0/llms/base.py | 6 +- mem0/llms/groq.py | 2 +- mem0/llms/lmstudio.py | 11 +- mem0/llms/openai.py | 3 +- mem0/llms/openai_structured.py | 3 +- mem0/llms/xai.py | 10 +- mem0/memory/graph_memory.py | 13 +- mem0/vector_stores/pinecone.py | 10 +- poetry.lock | 1558 ++++++++------------------ pyproject.toml | 2 +- tests/test_main.py | 2 +- 18 files changed, 536 insertions(+), 1151 deletions(-) diff --git a/mem0/client/main.py b/mem0/client/main.py index f444df9c..34609618 100644 --- a/mem0/client/main.py +++ b/mem0/client/main.py @@ -618,18 +618,16 @@ class MemoryClient: return response.json() @api_error_handler - def feedback(self, memory_id: str, feedback: Optional[str] = None, feedback_reason: Optional[str] = None) -> Dict[str, str]: + def feedback( + self, memory_id: str, feedback: Optional[str] = None, feedback_reason: Optional[str] = None + ) -> Dict[str, str]: VALID_FEEDBACK_VALUES = {"POSITIVE", "NEGATIVE", "VERY_NEGATIVE"} feedback = feedback.upper() if feedback else None if feedback is not None and feedback not in VALID_FEEDBACK_VALUES: raise ValueError(f'feedback must be one of {", ".join(VALID_FEEDBACK_VALUES)} or None') - data = { - "memory_id": memory_id, - "feedback": feedback, - "feedback_reason": feedback_reason - } + data = {"memory_id": memory_id, "feedback": feedback, "feedback_reason": feedback_reason} response = self.client.post("/v1/feedback/", json=data) response.raise_for_status() @@ -1019,20 +1017,18 @@ class AsyncMemoryClient: return response.json() @api_error_handler - async def feedback(self, memory_id: str, feedback: Optional[str] = None, feedback_reason: Optional[str] = None) -> Dict[str, str]: + async def feedback( + self, memory_id: str, feedback: Optional[str] = None, feedback_reason: Optional[str] = None + ) -> Dict[str, str]: VALID_FEEDBACK_VALUES = {"POSITIVE", "NEGATIVE", "VERY_NEGATIVE"} feedback = feedback.upper() if feedback else None if feedback is not None and feedback not in VALID_FEEDBACK_VALUES: raise ValueError(f'feedback must be one of {", ".join(VALID_FEEDBACK_VALUES)} or None') - data = { - "memory_id": memory_id, - "feedback": feedback, - "feedback_reason": feedback_reason - } + data = {"memory_id": memory_id, "feedback": feedback, "feedback_reason": feedback_reason} response = await self.async_client.post("/v1/feedback/", json=data) response.raise_for_status() capture_client_event("async_client.feedback", self.sync_client, data) - return response.json() \ No newline at end of file + return response.json() diff --git a/mem0/configs/prompts.py b/mem0/configs/prompts.py index dce61f53..5c31342a 100644 --- a/mem0/configs/prompts.py +++ b/mem0/configs/prompts.py @@ -208,11 +208,12 @@ Please note to return the IDs in the output from the input IDs only and do not g } """ + def get_update_memory_messages(retrieved_old_memory_dict, response_content, custom_update_memory_prompt=None): if custom_update_memory_prompt is None: global DEFAULT_UPDATE_MEMORY_PROMPT custom_update_memory_prompt = DEFAULT_UPDATE_MEMORY_PROMPT - + return f"""{custom_update_memory_prompt} Below is the current content of my memory which I have collected till now. You have to update it in the following format only: @@ -250,4 +251,4 @@ def get_update_memory_messages(retrieved_old_memory_dict, response_content, cust - If there is an update, the ID key should remain the same and only the value needs to be updated. Do not return anything except the JSON format. - """ \ No newline at end of file + """ diff --git a/mem0/embeddings/configs.py b/mem0/embeddings/configs.py index caf7aea7..37c2cae1 100644 --- a/mem0/embeddings/configs.py +++ b/mem0/embeddings/configs.py @@ -13,7 +13,16 @@ class EmbedderConfig(BaseModel): @field_validator("config") def validate_config(cls, v, values): provider = values.data.get("provider") - if provider in ["openai", "ollama", "huggingface", "azure_openai", "gemini", "vertexai", "together", "lmstudio"]: + if provider in [ + "openai", + "ollama", + "huggingface", + "azure_openai", + "gemini", + "vertexai", + "together", + "lmstudio", + ]: return v else: raise ValueError(f"Unsupported embedding provider: {provider}") diff --git a/mem0/embeddings/gemini.py b/mem0/embeddings/gemini.py index a042af35..5bc87e20 100644 --- a/mem0/embeddings/gemini.py +++ b/mem0/embeddings/gemini.py @@ -28,5 +28,7 @@ class GoogleGenAIEmbedding(EmbeddingBase): list: The embedding vector. """ text = text.replace("\n", " ") - response = genai.embed_content(model=self.config.model, content=text, output_dimensionality=self.config.embedding_dims) + response = genai.embed_content( + model=self.config.model, content=text, output_dimensionality=self.config.embedding_dims + ) return response["embedding"] diff --git a/mem0/embeddings/lmstudio.py b/mem0/embeddings/lmstudio.py index 0f227081..159dce52 100644 --- a/mem0/embeddings/lmstudio.py +++ b/mem0/embeddings/lmstudio.py @@ -26,8 +26,4 @@ class LMStudioEmbedding(EmbeddingBase): list: The embedding vector. """ text = text.replace("\n", " ") - return ( - self.client.embeddings.create(input=[text], model=self.config.model) - .data[0] - .embedding - ) \ No newline at end of file + return self.client.embeddings.create(input=[text], model=self.config.model).data[0].embedding diff --git a/mem0/embeddings/openai.py b/mem0/embeddings/openai.py index 1ec5bd1a..ba5153e6 100644 --- a/mem0/embeddings/openai.py +++ b/mem0/embeddings/openai.py @@ -17,16 +17,16 @@ class OpenAIEmbedding(EmbeddingBase): api_key = self.config.api_key or os.getenv("OPENAI_API_KEY") base_url = ( - self.config.openai_base_url - or os.getenv("OPENAI_API_BASE") - or os.getenv("OPENAI_BASE_URL") - or "https://api.openai.com/v1" + self.config.openai_base_url + or os.getenv("OPENAI_API_BASE") + or os.getenv("OPENAI_BASE_URL") + or "https://api.openai.com/v1" ) if os.environ.get("OPENAI_API_BASE"): warnings.warn( "The environment variable 'OPENAI_API_BASE' is deprecated and will be removed in the 0.1.80. " "Please use 'OPENAI_BASE_URL' instead.", - DeprecationWarning + DeprecationWarning, ) self.client = OpenAI(api_key=api_key, base_url=base_url) @@ -42,4 +42,8 @@ class OpenAIEmbedding(EmbeddingBase): list: The embedding vector. """ text = text.replace("\n", " ") - return self.client.embeddings.create(input=[text], model=self.config.model, dimensions = self.config.embedding_dims).data[0].embedding + return ( + self.client.embeddings.create(input=[text], model=self.config.model, dimensions=self.config.embedding_dims) + .data[0] + .embedding + ) diff --git a/mem0/llms/azure_openai_structured.py b/mem0/llms/azure_openai_structured.py index 29d82e65..1a746fb2 100644 --- a/mem0/llms/azure_openai_structured.py +++ b/mem0/llms/azure_openai_structured.py @@ -1,4 +1,3 @@ -import json import os from typing import Dict, List, Optional @@ -36,6 +35,8 @@ class AzureOpenAIStructuredLLM(LLMBase): self, messages: List[Dict[str, str]], response_format: Optional[str] = None, + tools: Optional[List[Dict]] = None, + tool_choice: str = "auto", ) -> str: """ Generate a response based on the given messages using Azure OpenAI. diff --git a/mem0/llms/base.py b/mem0/llms/base.py index a1ed3c79..0c0a2a6e 100644 --- a/mem0/llms/base.py +++ b/mem0/llms/base.py @@ -1,5 +1,5 @@ from abc import ABC, abstractmethod -from typing import Optional +from typing import Dict, List, Optional from mem0.configs.llms.base import BaseLlmConfig @@ -17,12 +17,14 @@ class LLMBase(ABC): self.config = config @abstractmethod - def generate_response(self, messages): + def generate_response(self, messages, tools: Optional[List[Dict]] = None, tool_choice: str = "auto"): """ Generate a response based on the given messages. Args: messages (list): List of message dicts containing 'role' and 'content'. + tools (list, optional): List of tools that the model can call. Defaults to None. + tool_choice (str, optional): Tool choice method. Defaults to "auto". Returns: str: The generated response. diff --git a/mem0/llms/groq.py b/mem0/llms/groq.py index 38a1c8a0..e970a1ee 100644 --- a/mem0/llms/groq.py +++ b/mem0/llms/groq.py @@ -84,4 +84,4 @@ class GroqLLM(LLMBase): params["tool_choice"] = tool_choice response = self.client.chat.completions.create(**params) - return self._parse_response(response, tools) \ No newline at end of file + return self._parse_response(response, tools) diff --git a/mem0/llms/lmstudio.py b/mem0/llms/lmstudio.py index 6cb0895e..7e003eaf 100644 --- a/mem0/llms/lmstudio.py +++ b/mem0/llms/lmstudio.py @@ -10,7 +10,10 @@ class LMStudioLLM(LLMBase): def __init__(self, config: Optional[BaseLlmConfig] = None): super().__init__(config) - self.config.model = self.config.model or "lmstudio-community/Meta-Llama-3.1-70B-Instruct-GGUF/Meta-Llama-3.1-70B-Instruct-IQ2_M.gguf" + self.config.model = ( + self.config.model + or "lmstudio-community/Meta-Llama-3.1-70B-Instruct-GGUF/Meta-Llama-3.1-70B-Instruct-IQ2_M.gguf" + ) self.config.api_key = self.config.api_key or "lm-studio" self.client = OpenAI(base_url=self.config.lmstudio_base_url, api_key=self.config.api_key) @@ -20,7 +23,7 @@ class LMStudioLLM(LLMBase): messages: List[Dict[str, str]], response_format: dict = {"type": "json_object"}, tools: Optional[List[Dict]] = None, - tool_choice: str = "auto" + tool_choice: str = "auto", ): """ Generate a response based on the given messages using LM Studio. @@ -39,10 +42,10 @@ class LMStudioLLM(LLMBase): "messages": messages, "temperature": self.config.temperature, "max_tokens": self.config.max_tokens, - "top_p": self.config.top_p + "top_p": self.config.top_p, } if response_format: params["response_format"] = response_format response = self.client.chat.completions.create(**params) - return response.choices[0].message.content \ No newline at end of file + return response.choices[0].message.content diff --git a/mem0/llms/openai.py b/mem0/llms/openai.py index 078f1aa8..7fc3ff4d 100644 --- a/mem0/llms/openai.py +++ b/mem0/llms/openai.py @@ -1,3 +1,4 @@ +import json import os import warnings from typing import Dict, List, Optional @@ -34,7 +35,7 @@ class OpenAILLM(LLMBase): warnings.warn( "The environment variable 'OPENAI_API_BASE' is deprecated and will be removed in the 0.1.80. " "Please use 'OPENAI_BASE_URL' instead.", - DeprecationWarning + DeprecationWarning, ) self.client = OpenAI(api_key=api_key, base_url=base_url) diff --git a/mem0/llms/openai_structured.py b/mem0/llms/openai_structured.py index dd381c59..12d99f2f 100644 --- a/mem0/llms/openai_structured.py +++ b/mem0/llms/openai_structured.py @@ -1,4 +1,3 @@ -import json import os from typing import Dict, List, Optional @@ -23,6 +22,8 @@ class OpenAIStructuredLLM(LLMBase): self, messages: List[Dict[str, str]], response_format: Optional[str] = None, + tools: Optional[List[Dict]] = None, + tool_choice: str = "auto", ) -> str: """ Generate a response based on the given messages using OpenAI. diff --git a/mem0/llms/xai.py b/mem0/llms/xai.py index 5309eb57..a918ac41 100644 --- a/mem0/llms/xai.py +++ b/mem0/llms/xai.py @@ -18,13 +18,21 @@ class XAILLM(LLMBase): base_url = self.config.xai_base_url or os.getenv("XAI_API_BASE") or "https://api.x.ai/v1" self.client = OpenAI(api_key=api_key, base_url=base_url) - def generate_response(self, messages: List[Dict[str, str]], response_format=None): + def generate_response( + self, + messages: List[Dict[str, str]], + response_format=None, + tools: Optional[List[Dict]] = None, + tool_choice: str = "auto", + ): """ Generate a response based on the given messages using XAI. Args: messages (list): List of message dicts containing 'role' and 'content'. response_format (str or object, optional): Format of the response. Defaults to "text". + tools (list, optional): List of tools that the model can call. Defaults to None. + tool_choice (str, optional): Tool choice method. Defaults to "auto". Returns: str: The generated response. diff --git a/mem0/memory/graph_memory.py b/mem0/memory/graph_memory.py index 74b78e41..7d412281 100644 --- a/mem0/memory/graph_memory.py +++ b/mem0/memory/graph_memory.py @@ -12,11 +12,14 @@ try: except ImportError: raise ImportError("rank_bm25 is not installed. Please install it using pip install rank-bm25") -from mem0.graphs.tools import (DELETE_MEMORY_STRUCT_TOOL_GRAPH, - DELETE_MEMORY_TOOL_GRAPH, - EXTRACT_ENTITIES_STRUCT_TOOL, - EXTRACT_ENTITIES_TOOL, RELATIONS_STRUCT_TOOL, - RELATIONS_TOOL) +from mem0.graphs.tools import ( + DELETE_MEMORY_STRUCT_TOOL_GRAPH, + DELETE_MEMORY_TOOL_GRAPH, + EXTRACT_ENTITIES_STRUCT_TOOL, + EXTRACT_ENTITIES_TOOL, + RELATIONS_STRUCT_TOOL, + RELATIONS_TOOL, +) from mem0.graphs.utils import EXTRACT_RELATIONS_PROMPT, get_delete_messages from mem0.utils.factory import EmbedderFactory, LlmFactory diff --git a/mem0/vector_stores/pinecone.py b/mem0/vector_stores/pinecone.py index 5c47f762..1cb0be5a 100644 --- a/mem0/vector_stores/pinecone.py +++ b/mem0/vector_stores/pinecone.py @@ -8,7 +8,9 @@ try: from pinecone import Pinecone, PodSpec, ServerlessSpec from pinecone.data.dataclasses.vector import Vector except ImportError: - raise ImportError("Pinecone requires extra dependencies. Install with `pip install pinecone pinecone-text`") from None + raise ImportError( + "Pinecone requires extra dependencies. Install with `pip install pinecone pinecone-text`" + ) from None from mem0.vector_stores.base import VectorStoreBase @@ -34,7 +36,7 @@ class PineconeDB(VectorStoreBase): hybrid_search: bool, metric: str, batch_size: int, - extra_params: Optional[Dict[str, Any]] + extra_params: Optional[Dict[str, Any]], ): """ Initialize the Pinecone vector store. @@ -199,7 +201,9 @@ class PineconeDB(VectorStoreBase): return pinecone_filter - def search(self, query: str, vectors: List[float], limit: int = 5, filters: Optional[Dict] = None) -> List[OutputData]: + def search( + self, query: str, vectors: List[float], limit: int = 5, filters: Optional[Dict] = None + ) -> List[OutputData]: """ Search for similar vectors. diff --git a/poetry.lock b/poetry.lock index 2e0a1054..52642a90 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,139 +1,5 @@ # This file is automatically @generated by Poetry 2.1.1 and should not be changed by hand. -[[package]] -name = "aiohappyeyeballs" -version = "2.4.6" -description = 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memory_instance.vector_store.search.assert_called_once_with( - query=[0.1, 0.2, 0.3], limit=100, filters={"user_id": "test_user"} + query="test query", vectors=[0.1, 0.2, 0.3], limit=100, filters={"user_id": "test_user"} ) memory_instance.embedding_model.embed.assert_called_once_with("test query", "search")