diff --git a/graphrag/api/__init__.py b/graphrag/api/__init__.py index a6ed5764c1..05692c4182 100644 --- a/graphrag/api/__init__.py +++ b/graphrag/api/__init__.py @@ -13,6 +13,7 @@ basic_search, basic_search_streaming, drift_search, + drift_search_streaming, global_search, global_search_streaming, local_search, @@ -29,6 +30,7 @@ "local_search", "local_search_streaming", "drift_search", + "drift_search_streaming", "basic_search", "basic_search_streaming", # prompt tuning API diff --git a/graphrag/api/query.py b/graphrag/api/query.py index 371a37d173..3bfb285dd7 100644 --- a/graphrag/api/query.py +++ b/graphrag/api/query.py @@ -348,6 +348,87 @@ async def local_search_streaming( yield stream_chunk +@validate_call(config={"arbitrary_types_allowed": True}) +async def drift_search_streaming( + config: GraphRagConfig, + nodes: pd.DataFrame, + entities: pd.DataFrame, + community_reports: pd.DataFrame, + text_units: pd.DataFrame, + relationships: pd.DataFrame, + community_level: int, + response_type: str, + query: str, +) -> AsyncGenerator: + """Perform a DRIFT search and return the context data and response. + + Parameters + ---------- + - config (GraphRagConfig): A graphrag configuration (from settings.yaml) + - nodes (pd.DataFrame): A DataFrame containing the final nodes (from create_final_nodes.parquet) + - entities (pd.DataFrame): A DataFrame containing the final entities (from create_final_entities.parquet) + - community_reports (pd.DataFrame): A DataFrame containing the final community reports (from create_final_community_reports.parquet) + - text_units (pd.DataFrame): A DataFrame containing the final text units (from create_final_text_units.parquet) + - relationships (pd.DataFrame): A DataFrame containing the final relationships (from create_final_relationships.parquet) + - community_level (int): The community level to search at. + - query (str): The user query to search for. + + Returns + ------- + TODO: Document the search response type and format. + + Raises + ------ + TODO: Document any exceptions to expect. + """ + vector_store_args = config.embeddings.vector_store + logger.info(f"Vector Store Args: {redact(vector_store_args)}") # type: ignore # noqa + + description_embedding_store = _get_embedding_store( + config_args=vector_store_args, # type: ignore + embedding_name=entity_description_embedding, + ) + + full_content_embedding_store = _get_embedding_store( + config_args=vector_store_args, # type: ignore + embedding_name=community_full_content_embedding, + ) + + entities_ = read_indexer_entities(nodes, entities, community_level) + reports = read_indexer_reports(community_reports, nodes, community_level) + read_indexer_report_embeddings(reports, full_content_embedding_store) + prompt = _load_search_prompt(config.root_dir, config.drift_search.prompt) + reduce_prompt = _load_search_prompt( + config.root_dir, config.drift_search.reduce_prompt + ) + + search_engine = get_drift_search_engine( + config=config, + reports=reports, + text_units=read_indexer_text_units(text_units), + entities=entities_, + relationships=read_indexer_relationships(relationships), + description_embedding_store=description_embedding_store, # type: ignore + local_system_prompt=prompt, + reduce_system_prompt=reduce_prompt, + response_type=response_type, + ) + + search_result = search_engine.astream_search(query=query) + + # when streaming results, a context data object is returned as the first result + # and the query response in subsequent tokens + context_data = None + get_context_data = True + async for stream_chunk in search_result: + if get_context_data: + context_data = _reformat_context_data(stream_chunk) # type: ignore + yield context_data + get_context_data = False + else: + yield stream_chunk + + @validate_call(config={"arbitrary_types_allowed": True}) async def drift_search( config: GraphRagConfig, @@ -401,7 +482,9 @@ async def drift_search( reports = read_indexer_reports(community_reports, nodes, community_level) read_indexer_report_embeddings(reports, full_content_embedding_store) prompt = _load_search_prompt(config.root_dir, config.drift_search.prompt) - reduce_prompt = _load_search_prompt(config.root_dir, config.drift_search.reduce_prompt) + reduce_prompt = _load_search_prompt( + config.root_dir, config.drift_search.reduce_prompt + ) search_engine = get_drift_search_engine( config=config, @@ -419,15 +502,7 @@ async def drift_search( response = result.response context_data = _reformat_context_data(result.context_data) # type: ignore - # TODO: Map/reduce the response to a single string with a comprehensive answer including all follow-ups - # For the time being, return highest scoring response (position 0) and context data - match response: - case dict(): - return response["nodes"][0]["answer"], context_data # type: ignore - case str(): - return response, context_data - case list(): - return response, context_data + return response, context_data @validate_call(config={"arbitrary_types_allowed": True}) diff --git a/graphrag/cli/main.py b/graphrag/cli/main.py index 3d21e4f60e..5e113981a6 100644 --- a/graphrag/cli/main.py +++ b/graphrag/cli/main.py @@ -460,7 +460,7 @@ def _query_cli( data_dir=data, root_dir=root, community_level=community_level, - streaming=False, # Drift search does not support streaming (yet) + streaming=streaming, response_type=response_type, query=query, ) diff --git a/graphrag/cli/query.py b/graphrag/cli/query.py index 25ed0e1dad..1cfacb9a1a 100644 --- a/graphrag/cli/query.py +++ b/graphrag/cli/query.py @@ -235,8 +235,33 @@ def run_drift_search( # call the Query API if streaming: - error_msg = "Streaming is not supported yet for DRIFT search." - raise NotImplementedError(error_msg) + + async def run_streaming_search(): + full_response = "" + context_data = None + get_context_data = True + async for stream_chunk in api.drift_search_streaming( + config=config, + nodes=final_nodes, + entities=final_entities, + community_reports=final_community_reports, + text_units=final_text_units, + relationships=final_relationships, + community_level=community_level, + response_type=response_type, + query=query, + ): + if get_context_data: + context_data = stream_chunk + get_context_data = False + else: + full_response += stream_chunk + print(stream_chunk, end="") # noqa: T201 + sys.stdout.flush() # flush output buffer to display text immediately + print() # noqa: T201 + return full_response, context_data + + return asyncio.run(run_streaming_search()) # not streaming response, context_data = asyncio.run( @@ -283,8 +308,6 @@ def run_basic_search( ) final_text_units: pd.DataFrame = dataframe_dict["create_final_text_units"] - print(streaming) # noqa: T201 - # # call the Query API if streaming: diff --git a/graphrag/prompts/query/drift_search_system_prompt.py b/graphrag/prompts/query/drift_search_system_prompt.py index 9d0097ec78..3faae89a0e 100644 --- a/graphrag/prompts/query/drift_search_system_prompt.py +++ b/graphrag/prompts/query/drift_search_system_prompt.py @@ -106,7 +106,7 @@ ---Target response length and format--- -Multiple paragraphs +{response_type} ---Goal--- @@ -133,8 +133,6 @@ Add sections and commentary to the response as appropriate for the length and format. Style the response in markdown. Now answer the following query using the data above: -{query} - """ diff --git a/graphrag/query/structured_search/drift_search/drift_context.py b/graphrag/query/structured_search/drift_search/drift_context.py index bcf27cea44..b8b000d12e 100644 --- a/graphrag/query/structured_search/drift_search/drift_context.py +++ b/graphrag/query/structured_search/drift_search/drift_context.py @@ -18,7 +18,8 @@ from graphrag.model.relationship import Relationship from graphrag.model.text_unit import TextUnit from graphrag.prompts.query.drift_search_system_prompt import ( - DRIFT_LOCAL_SYSTEM_PROMPT, DRIFT_REDUCE_PROMPT + DRIFT_LOCAL_SYSTEM_PROMPT, + DRIFT_REDUCE_PROMPT, ) from graphrag.query.context_builder.entity_extraction import EntityVectorStoreKey from graphrag.query.llm.base import BaseTextEmbedding @@ -52,7 +53,7 @@ def __init__( local_system_prompt: str | None = None, local_mixed_context: LocalSearchMixedContext | None = None, reduce_system_prompt: str | None = None, - response_type: str | None = None + response_type: str | None = None, ): """Initialize the DRIFT search context builder with necessary components.""" self.config = config or DRIFTSearchConfig() diff --git a/graphrag/query/structured_search/drift_search/search.py b/graphrag/query/structured_search/drift_search/search.py index 696dd0eaf4..cb9362480b 100644 --- a/graphrag/query/structured_search/drift_search/search.py +++ b/graphrag/query/structured_search/drift_search/search.py @@ -169,6 +169,7 @@ async def asearch( self, query: str, conversation_history: Any = None, + reduce: bool = True, **kwargs, ) -> SearchResult: """ @@ -177,6 +178,7 @@ async def asearch( Args: query (str): The query to search for. conversation_history (Any, optional): The conversation history, if any. + reduce (bool, optional): Whether to reduce the response to a single comprehensive response. Returns ------- @@ -248,17 +250,19 @@ async def asearch( include_context=True ) - # Reduce response_state to a single comprehensive response - reduce_llm_params = { - "max_tokens": self.config.reduce_max_tokens, - "temperature": self.config.reduce_temperature - } - reduced_response = await self._reduce_response( - map_responses=response_state, query=query, **reduce_llm_params - ) + reduced_response = response_state + if reduce: + # Reduce response_state to a single comprehensive response + reduce_llm_params = { + "max_tokens": self.config.reduce_max_tokens, + "temperature": self.config.reduce_temperature, + } + reduced_response = await self._reduce_response( + responses=response_state, query=query, **reduce_llm_params + ) return SearchResult( - response=response_state, + response=reduced_response, context_data=context_data, context_text=context_text, completion_time=t_elapsed, @@ -290,7 +294,7 @@ def search( error_msg = "Synchronous DRIFT is not implemented." raise NotImplementedError(error_msg) - def astream_search( + async def astream_search( self, query: str, conversation_history: ConversationHistory | None = None ) -> AsyncGenerator[str, None]: """ @@ -299,22 +303,77 @@ def astream_search( Args: query (str): The query to search for. conversation_history (ConversationHistory, optional): The conversation history. - - Raises - ------ - NotImplementedError: Streaming DRIFT search is not implemented. """ - error_msg = "Streaming DRIFT search is not implemented." - raise NotImplementedError(error_msg) + + result = await self.asearch( + query=query, conversation_history=conversation_history, reduce=False + ) + + if isinstance(result.response, list): + result.response = result.response[0] + + async for resp in self._reduce_response_streaming(result.response, query): + yield resp async def _reduce_response( self, - responses: str|dict[str, Any], + responses: str | dict[str, Any], query: str, **llm_kwargs, ) -> str: """Reduce the response to a single comprehensive response. - + + Parameters + ---------- + responses : str|dict[str, Any] + The responses to reduce. + query : str + The original query. + llm_kwargs : dict[str, Any] + Additional keyword arguments to pass to the LLM. + + Returns + ------- + str + The reduced response. + """ + reduce_responses = [] + + if isinstance(responses, str): + reduce_responses = [responses] + else: + for response in responses.get("nodes", []): + if response.get("answer"): + reduce_responses.append(response["answer"]) + # if num_tokens(response) < context_buffer_size: + # reduce_responses.append(response) + + search_prompt = self.context_builder.reduce_sytem_prompt.format( + context_data=reduce_responses, + response_type=self.context_builder.response_type, + ) + search_messages = [ + {"role": "system", "content": search_prompt}, + {"role": "user", "content": query}, + ] + + reduced_response = self.llm.generate( + messages=search_messages, + streaming=False, + callbacks=None, + **llm_kwargs, + ) + + return reduced_response + + async def _reduce_response_streaming( + self, + responses: str | dict[str, Any], + query: str, + **llm_kwargs, + ) -> AsyncGenerator[str, None]: + """Reduce the response to a single comprehensive response. + Parameters ---------- responses : str|dict[str, Any] @@ -323,21 +382,35 @@ async def _reduce_response( The original query. llm_kwargs : dict[str, Any] Additional keyword arguments to pass to the LLM. - + Returns ------- str The reduced response. """ - context_buffer_size = self.config.reduce_max_tokens reduce_responses = [] if isinstance(responses, str): reduce_responses = [responses] else: - for response in responses["nodes"]: - if num_tokens(response) < context_buffer_size: - reduce_responses.append(response) - - - # Start adding responses by rank until content limit is reached + for response in responses.get("nodes", []): + if response.get("answer"): + reduce_responses.append(response["answer"]) + # if num_tokens(response) < context_buffer_size: + # reduce_responses.append(response) + + search_prompt = self.context_builder.reduce_sytem_prompt.format( + context_data=reduce_responses, + response_type=self.context_builder.response_type, + ) + search_messages = [ + {"role": "system", "content": search_prompt}, + {"role": "user", "content": query}, + ] + + async for resp in self.llm.astream_generate( + search_messages, + callbacks=None, + **llm_kwargs, + ): + yield resp diff --git a/poetry.lock b/poetry.lock index cef2d2812f..c2d5d71298 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.8.5 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand. 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