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< a href = "/graphrag/" > < span class = "logotitle" > GraphRAG< / span > < / a >
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< a href = "/graphrag/posts/get_started/" > Get Started< / a >
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< a href = "/graphrag/posts/developing/" > Developing< / a >
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< a href = "/graphrag/posts/index/overview/" > Indexing< / a >
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< a href = "/graphrag/posts/index/0-architecture/" > Architecture< / a >
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< a href = "/graphrag/posts/index/1-default_dataflow/" > Dataflow< / a >
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< a href = "/graphrag/posts/index/2-cli/" > CLI< / a >
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< a href = "/graphrag/posts/index/workflows/overview/" > Workflows< / a >
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< a href = "/graphrag/posts/index/workflows/create_base_documents/" > create_base_documents< / a >
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< / li > < li >
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< a href = "/graphrag/posts/index/workflows/create_base_entity_graph/" > create_base_entity_graph< / a >
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< / li > < li >
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< a href = "/graphrag/posts/index/workflows/create_base_extracted_entities/" > create_base_extracted_entities< / a >
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< / li > < li >
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< a href = "/graphrag/posts/index/workflows/create_base_text_units/" > create_base_text_units< / a >
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< a href = "/graphrag/posts/index/workflows/create_final_communities/" > create_final_communities< / a >
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< / li > < li >
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< a href = "/graphrag/posts/index/workflows/create_final_community_reports/" > create_final_community_reports< / a >
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< / li > < li >
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< a href = "/graphrag/posts/index/workflows/create_final_covariates/" > create_final_covariates< / a >
< / li > < li >
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< a href = "/graphrag/posts/index/workflows/create_final_documents/" > create_final_documents< / a >
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< / li > < li >
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< a href = "/graphrag/posts/index/workflows/create_final_entities/" > create_final_entities< / a >
< / li > < li >
< a href = "/graphrag/posts/index/workflows/create_final_nodes/" > create_final_nodes< / a >
< / li > < li >
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< a href = "/graphrag/posts/index/workflows/create_final_relationships/" > create_final_relationships< / a >
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< / li > < li >
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< a href = "/graphrag/posts/index/workflows/create_final_text_units/" > create_final_text_units< / a >
< / li > < li >
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< a href = "/graphrag/posts/index/workflows/create_summarized_entities/" > create_summarized_entities< / a >
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< / li > < / ul >
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< a href = "/graphrag/posts/index/verbs/overview/" > Verbs< / a >
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< a href = "/graphrag/posts/index/verbs/aggregate/" > aggregate< / a >
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< / li > < li >
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< a href = "/graphrag/posts/index/verbs/chunk/" > chunk< / a >
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< a href = "/graphrag/posts/index/verbs/cluster_graph/" > cluster_graph< / a >
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< / li > < li >
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< a href = "/graphrag/posts/index/verbs/concat/" > concat< / a >
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< a href = "/graphrag/posts/index/verbs/create_graph/" > create_graph< / a >
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< / li > < li >
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< a href = "/graphrag/posts/index/verbs/genid/" > genid< / a >
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< / li > < li >
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< a href = "/graphrag/posts/index/verbs/layout_graph/" > layout_graph< / a >
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< / li > < li >
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< a href = "/graphrag/posts/index/verbs/merge/" > merge< / a >
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< / li > < li >
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< a href = "/graphrag/posts/index/verbs/merge_graphs/" > merge_graphs< / a >
< / li > < li >
< a href = "/graphrag/posts/index/verbs/spread_json/" > spread_json< / a >
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< / li > < li >
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< a href = "/graphrag/posts/index/verbs/text_replace/" > text_replace< / a >
< / li > < li >
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< a href = "/graphrag/posts/index/verbs/text_split/" > text_split< / a >
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< / li > < li >
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< a href = "/graphrag/posts/index/verbs/unpack_graph/" > unpack_graph< / a >
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< / li > < li >
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< a href = "/graphrag/posts/index/verbs/unzip/" > unzip< / a >
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< / li > < li >
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< a href = "/graphrag/posts/index/verbs/zip/" > zip< / a >
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< a href = "/graphrag/posts/config/overview/" > Configuration< / a >
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< li >
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< a href = "/graphrag/posts/config/env_vars" > Using Env Vars< / a >
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< / li >
< li >
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< a href = "/graphrag/posts/config/json_yaml" > Using JSON or YAML< / a >
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< / li >
< li >
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< a href = "/graphrag/posts/config/custom" > Fully Custom< / a >
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< / li >
< / ul >
< / li >
<!-- Query Links -->
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< a href = "/graphrag/posts/query/overview/" > Query< / a >
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< a href = "/graphrag/posts/query/0-global_search/" > Global Search< / a >
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< a href = "/graphrag/posts/query/1-local_search/" > Local Search< / a >
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< / li > < li >
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< a href = "/graphrag/posts/query/2-question_generation/" > Question Generation< / a >
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< / li > < li >
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< a href = "/graphrag/posts/query/3-cli/" > CLI< / a >
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< / li > < li >
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< a href = "/graphrag/posts/query/notebooks/overview/" > Notebooks< / a >
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< a href = "/graphrag/posts/query/notebooks/global_search_nb" > Global Search< / a >
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< / li >
< li >
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< a href = "/graphrag/posts/query/notebooks/local_search_nb" > Local Search< / a >
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< / li >
< / ul >
< / li >
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< / ul >
< / aside >
<!-- Main Content -->
< main >
< h1 > Default Configuration Mode (using Env Vars)< / h1 >
< h2 > Text-Embeddings Customization< / h2 >
< p > By default, the GraphRAG indexer will only emit embeddings required for our query methods. However, the model has embeddings defined for all plaintext fields, and these can be generated by setting the < code > GRAPHRAG_EMBEDDING_TARGET< / code > environment variable to < code > all< / code > .< / p >
< p > If the embedding target is < code > all< / code > , and you want to only embed a subset of these fields, you may specify which embeddings to skip using the < code > GRAPHRAG_EMBEDDING_SKIP< / code > argument described below.< / p >
< h3 > Embedded Fields< / h3 >
< ul >
< li > < code > text_unit.raw_text< / code > < / li >
< li > < code > document.raw_content< / code > < / li >
< li > < code > entity.name< / code > < / li >
< li > < code > entity.description< / code > < / li >
< li > < code > relationship.description< / code > < / li >
< li > < code > community.title< / code > < / li >
< li > < code > community.summary< / code > < / li >
< li > < code > community.full_content< / code > < / li >
< / ul >
< h2 > Input Data< / h2 >
< p > Our pipeline can ingest .csv or .txt data from an input folder. These files can be nested within subfolders. To configure how input data is handled, what fields are mapped over, and how timestamps are parsed, look for configuration values starting with < code > GRAPHRAG_INPUT_< / code > below. In general, CSV-based data provides the most customizeability. Each CSV should at least contain a < code > text< / code > field (which can be mapped with environment variables), but it's helpful if they also have < code > title< / code > , < code > timestamp< / code > , and < code > source< / code > fields. Additional fields can be included as well, which will land as extra fields on the < code > Document< / code > table.< / p >
< h3 > Plaintext Input Data (< code > GRAPHRAG_INPUT_TYPE< / code > =text)< / h3 >
< table >
< thead >
< tr >
< th > Parameter< / th >
< th > Description< / th >
< th > Type< / th >
< th > Required or Optional< / th >
< th > Default< / th >
< / tr >
< / thead >
< tbody >
< tr >
< td > < code > GRAPHRAG_INPUT_FILE_PATTERN< / code > < / td >
< td > The file pattern regexp to use when reading input files from the input directory.< / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > < code > .*\.txt< / code > < / td >
< / tr >
< / tbody >
< / table >
< h3 > CSV Input Data (< code > GRAPHRAG_INPUT_TYPE< / code > =csv)< / h3 >
< table >
< thead >
< tr >
< th > Parameter< / th >
< th > Description< / th >
< th > Type< / th >
< th > Required or Optional< / th >
< th > Default< / th >
< / tr >
< / thead >
< tbody >
< tr >
< td > < code > GRAPHRAG_INPUT_FILE_PATTERN< / code > < / td >
< td > The file pattern regexp to use when reading input files from the input directory.< / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > < code > .*\.csv< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_INPUT_SOURCE_COLUMN< / code > < / td >
< td > The 'source' column to use when reading CSV input files.< / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > < code > source< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_INPUT_TIMESTAMP_COLUMN< / code > < / td >
< td > The 'timestamp' column to use when reading CSV input files.< / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > < code > None< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_INPUT_TIMESTAMP_FORMAT< / code > < / td >
< td > The timestamp format to use when parsing timestamps in the timestamp column< / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > < code > None< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_INPUT_TEXT_COLUMN< / code > < / td >
< td > The 'text' column to use when reading CSV input files.< / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > < code > text< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_INPUT_ATTRIBUTE_COLUMNS< / code > < / td >
< td > A list of CSV columns, comma-separated, to incorporate as document fields.< / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > < code > id< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_INPUT_TITLE_COLUMN< / code > < / td >
< td > The 'title' column to use when reading CSV input files.< / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > < code > title< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_INPUT_STORAGE_TYPE< / code > < / td >
< td > The storage type to use when reading CSV input files. (< code > file< / code > or < code > blob< / code > )< / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > < code > file< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_INPUT_CONNECTION_STRING< / code > < / td >
< td > The connection string to use when reading CSV input files from Azure Blob Storage.< / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > < code > None< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_INPUT_CONTAINER_NAME< / code > < / td >
< td > The container name to use when reading CSV input files from Azure Blob Storage.< / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > < code > None< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_INPUT_BASE_DIR< / code > < / td >
< td > The base directory to read input files from.< / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > < code > None< / code > < / td >
< / tr >
< / tbody >
< / table >
< h2 > Base LLM Settings< / h2 >
< p > These settings control the base LLM arguments used by the pipeline. This is useful for API connection parameters.< / p >
< table >
< thead >
< tr >
< th > Parameter< / th >
< th > Description< / th >
< th > Type< / th >
< th > Required or Optional< / th >
< th > Default Value< / th >
< / tr >
< / thead >
< tbody >
< tr >
< td > < code > GRAPHRAG_API_KEY< / code > < / td >
< td > The API key. (Note: `OPENAI_API_KEY is also used as a fallback)< / td >
< td > < code > str< / code > < / td >
< td > required< / td >
< td > < code > None< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_API_BASE< / code > < / td >
< td > The API Base URL< / td >
< td > < code > str< / code > < / td >
< td > required for AOAI< / td >
< td > < code > None< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_API_VERSION< / code > < / td >
< td > The AOAI API version.< / td >
< td > < code > str< / code > < / td >
< td > required for AOAI< / td >
< td > < code > None< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_API_ORGANIZATION< / code > < / td >
< td > The AOAI organization.< / td >
< td > < code > str< / code > < / td >
< td > optional for AOAI< / td >
< td > < code > None< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_API_PROXY< / code > < / td >
< td > The AOAI proxy.< / td >
< td > < code > str< / code > < / td >
< td > optional for AOAI< / td >
< td > < code > None< / code > < / td >
< / tr >
< / tbody >
< / table >
< h2 > Text Generation Settings< / h2 >
< p > These settings control the text generation model used by the pipeline. These settings are layered on top of the base LLM settings, overriding any settings underneath.< / p >
< table >
< thead >
< tr >
< th > Parameter< / th >
< th > Description< / th >
< th > Type< / th >
< th > Required or Optional< / th >
< th > Default Value< / th >
< / tr >
< / thead >
< tbody >
< tr >
< td > < code > GRAPHRAG_LLM_TYPE< / code > < / td >
< td > The LLM operation type. Either < code > openai_chat< / code > or < code > azure_openai_chat< / code > < / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > < code > openai_chat< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_LLM_API_KEY< / code > < / td >
< td > The API key.< / td >
< td > < code > str< / code > < / td >
< td > required< / td >
< td > < code > None< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_LLM_API_BASE< / code > < / td >
< td > The API Base URL< / td >
< td > < code > str< / code > < / td >
< td > required for AOAI< / td >
< td > < code > None< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_LLM_API_VERSION< / code > < / td >
< td > The AOAI API version.< / td >
< td > < code > str< / code > < / td >
< td > required for AOAI< / td >
< td > < code > None< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_LLM_API_ORGANIZATION< / code > < / td >
< td > The AOAI organization.< / td >
< td > < code > str< / code > < / td >
< td > optional for AOAI< / td >
< td > < code > None< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_LLM_API_PROXY< / code > < / td >
< td > The AOAI proxy.< / td >
< td > < code > str< / code > < / td >
< td > optional for AOAI< / td >
< td > < code > None< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_LLM_DEPLOYMENT_NAME< / code > < / td >
< td > The AOAI deployment name.< / td >
< td > < code > str< / code > < / td >
< td > optional for AOAI< / td >
< td > < code > None< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_LLM_MODEL< / code > < / td >
< td > The model.< / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > < code > gpt-4-turbo-preview< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_LLM_MAX_TOKENS< / code > < / td >
< td > The maximum number of tokens.< / td >
< td > < code > int< / code > < / td >
< td > optional< / td >
< td > < code > 4000< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_LLM_REQUEST_TIMEOUT< / code > < / td >
< td > The maximum number of seconds to wait for a response from the chat client.< / td >
< td > < code > int< / code > < / td >
< td > optional< / td >
< td > < code > 180< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_LLM_MODEL_SUPPORTS_JSON< / code > < / td >
< td > Indicates whether the given model supports JSON output mode. < code > True< / code > to enable.< / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > < code > None< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_LLM_THREAD_COUNT< / code > < / td >
< td > The number of threads to use for LLM parallelization.< / td >
< td > < code > int< / code > < / td >
< td > optional< / td >
< td > 50< / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_LLM_THREAD_STAGGER< / code > < / td >
< td > The time to wait (in seconds) between starting each thread.< / td >
< td > < code > float< / code > < / td >
< td > optional< / td >
< td > 0.3< / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_LLM_CONCURRENT_REQUESTS< / code > < / td >
< td > The number of concurrent requests to allow for the embedding client.< / td >
< td > < code > int< / code > < / td >
< td > optional< / td >
< td > 25< / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_LLM_TPM< / code > < / td >
< td > The number of tokens per minute to allow for the LLM client. 0 = Bypass< / td >
< td > < code > int< / code > < / td >
< td > optional< / td >
< td > 0< / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_LLM_RPM< / code > < / td >
< td > The number of requests per minute to allow for the LLM client. 0 = Bypass< / td >
< td > < code > int< / code > < / td >
< td > optional< / td >
< td > 0< / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_LLM_MAX_RETRIES< / code > < / td >
< td > The maximum number of retries to attempt when a request fails.< / td >
< td > < code > int< / code > < / td >
< td > optional< / td >
< td > 10< / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_LLM_MAX_RETRY_WAIT< / code > < / td >
< td > The maximum number of seconds to wait between retries.< / td >
< td > < code > int< / code > < / td >
< td > optional< / td >
< td > 10< / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_LLM_SLEEP_ON_RATE_LIMIT_RECOMMENDATION< / code > < / td >
< td > Whether to sleep on rate limit recommendation. (Azure Only)< / td >
< td > < code > bool< / code > < / td >
< td > optional< / td >
< td > < code > True< / code > < / td >
< / tr >
< / tbody >
< / table >
< h2 > Text Embedding Settings< / h2 >
< p > These settings control the text embedding model used by the pipeline. These settings are layered on top of the base LLM settings, overriding any settings underneath.< / p >
< table >
< thead >
< tr >
< th > Parameter< / th >
< th > Description< / th >
< th > Type< / th >
< th > Required or Optional< / th >
< th > Default< / th >
< / tr >
< / thead >
< tbody >
< tr >
< td > < code > GRAPHRAG_EMBEDDING_TYPE< / code > < / td >
< td > The embedding client to use. Either < code > openai_embedding< / code > or < code > azure_openai_embedding< / code > < / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > < code > openai_embedding< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_EMBEDDING_API_KEY< / code > < / td >
< td > The API key to use for the embedding client.< / td >
< td > < code > str< / code > < / td >
< td > required< / td >
< td > < code > None< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_EMBEDDING_API_BASE< / code > < / td >
< td > The API base URL.< / td >
< td > < code > str< / code > < / td >
< td > required for AOAI< / td >
< td > < code > None< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_EMBEDDING_API_VERSION< / code > < / td >
< td > The AOAI API version to use for the embedding client.< / td >
< td > < code > str< / code > < / td >
< td > required for AOAI< / td >
< td > < code > None< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_EMBEDDING_API_ORGANIZATION< / code > < / td >
< td > The AOAI organization to use for the embedding client.< / td >
< td > < code > str< / code > < / td >
< td > optional for AOAI< / td >
< td > < code > None< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_EMBEDDING_API_PROXY< / code > < / td >
< td > The AOAI proxy to use for the embedding client.< / td >
< td > < code > str< / code > < / td >
< td > optional for AOAI< / td >
< td > < code > None< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_EMBEDDING_DEPLOYMENT_NAME< / code > < / td >
< td > The AOAI deployment name.< / td >
< td > < code > str< / code > < / td >
< td > optional for AOAI< / td >
< td > < code > None< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_EMBEDDING_MODEL< / code > < / td >
< td > The model to use for the embedding client.< / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > < code > text-embedding-3-small< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_EMBEDDING_BATCH_SIZE< / code > < / td >
< td > The number of texts to embed at once. < a href = "https://learn.microsoft.com/en-us/azure/ai-services/openai/reference" > (Azure limit is 16)< / a > < / td >
< td > < code > int< / code > < / td >
< td > optional< / td >
< td > 16< / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_EMBEDDING_BATCH_MAX_TOKENS< / code > < / td >
< td > The maximum tokens per batch < a href = "https://learn.microsoft.com/en-us/azure/ai-services/openai/reference" > (Azure limit is 8191)< / a > < / td >
< td > < code > int< / code > < / td >
< td > optional< / td >
< td > 8191< / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_EMBEDDING_TARGET< / code > < / td >
< td > The target fields to embed. Either < code > required< / code > or < code > all< / code > .< / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > < code > required< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_EMBEDDING_SKIP< / code > < / td >
< td > A comma-separated list of fields to skip embeddings for . (e.g. 'relationship.description')< / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > < code > None< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_EMBEDDING_THREAD_COUNT< / code > < / td >
< td > The number of threads to use for parallelization for embeddings.< / td >
< td > < code > int< / code > < / td >
< td > optional< / td >
< td > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_EMBEDDING_THREAD_STAGGER< / code > < / td >
< td > The time to wait (in seconds) between starting each thread for embeddings.< / td >
< td > < code > float< / code > < / td >
< td > optional< / td >
< td > 50< / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_EMBEDDING_CONCURRENT_REQUESTS< / code > < / td >
< td > The number of concurrent requests to allow for the embedding client.< / td >
< td > < code > int< / code > < / td >
< td > optional< / td >
< td > 25< / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_EMBEDDING_TPM< / code > < / td >
< td > The number of tokens per minute to allow for the embedding client. 0 = Bypass< / td >
< td > < code > int< / code > < / td >
< td > optional< / td >
< td > 0< / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_EMBEDDING_RPM< / code > < / td >
< td > The number of requests per minute to allow for the embedding client. 0 = Bypass< / td >
< td > < code > int< / code > < / td >
< td > optional< / td >
< td > 0< / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_EMBEDDING_MAX_RETRIES< / code > < / td >
< td > The maximum number of retries to attempt when a request fails.< / td >
< td > < code > int< / code > < / td >
< td > optional< / td >
< td > 10< / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_EMBEDDING_MAX_RETRY_WAIT< / code > < / td >
< td > The maximum number of seconds to wait between retries.< / td >
< td > < code > int< / code > < / td >
< td > optional< / td >
< td > 10< / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_EMBEDDING_SLEEP_ON_RATE_LIMIT_RECOMMENDATION< / code > < / td >
< td > Whether to sleep on rate limit recommendation. (Azure Only)< / td >
< td > < code > bool< / code > < / td >
< td > optional< / td >
< td > < code > True< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_EMBEDDING_TARGET< / code > < / td >
< td > The target fields to embed. Either < code > required< / code > or < code > all< / code > .< / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > < code > required< / code > < / td >
< / tr >
< / tbody >
< / table >
< h2 > Data Mapping Settings< / h2 >
< table >
< thead >
< tr >
< th > Parameter< / th >
< th > Description< / th >
< th > Type< / th >
< th > Required or Optional< / th >
< th > Default< / th >
< / tr >
< / thead >
< tbody >
< tr >
< td > < code > GRAPHRAG_INPUT_TYPE< / code > < / td >
< td > The type of input data, < code > csv< / code > or < code > text< / code > < / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > < code > csv< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_INPUT_ENCODING< / code > < / td >
< td > The encoding to apply when reading CSV/text input files.< / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > < code > utf-8< / code > < / td >
< / tr >
< / tbody >
< / table >
< h2 > Data Chunking< / h2 >
< table >
< thead >
< tr >
< th > Parameter< / th >
< th > Description< / th >
< th > Type< / th >
< th > Required or Optional< / th >
< th > Default< / th >
< / tr >
< / thead >
< tbody >
< tr >
< td > < code > GRAPHRAG_CHUNK_SIZE< / code > < / td >
< td > The chunk size in tokens for text-chunk analysis windows.< / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > 300< / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_CHUNK_OVERLAP< / code > < / td >
< td > The chunk overlap in tokens for text-chunk analysis windows.< / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > 100< / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_CHUNK_BY_COLUMNS< / code > < / td >
< td > A comma-separated list of document attributes to groupby when performing TextUnit chunking.< / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > < code > id< / code > < / td >
< / tr >
< / tbody >
< / table >
< h2 > Prompting Overrides< / h2 >
< table >
< thead >
< tr >
< th > Parameter< / th >
< th > Description< / th >
< th > Type< / th >
< th > Required or Optional< / th >
< th > Default< / th >
< / tr >
< / thead >
< tbody >
< tr >
< td > < code > GRAPHRAG_ENTITY_EXTRACTION_PROMPT_FILE< / code > < / td >
< td > The path (relative to the root) of an entity extraction prompt template text file.< / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > < code > None< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_ENTITY_EXTRACTION_MAX_GLEANINGS< / code > < / td >
< td > The maximum number of redrives (gleanings) to invoke when extracting entities in a loop.< / td >
< td > < code > int< / code > < / td >
< td > optional< / td >
< td > 0< / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_ENTITY_EXTRACTION_ENTITY_TYPES< / code > < / td >
< td > A comma-separated list of entity types to extract.< / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > < code > organization,person,event,geo< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_SUMMARIZE_DESCRIPTIONS_PROMPT_FILE< / code > < / td >
< td > The path (relative to the root) of an description summarization prompt template text file.< / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > < code > None< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_SUMMARIZE_DESCRIPTIONS_MAX_LENGTH< / code > < / td >
< td > The maximum number of tokens to generate per description summarization.< / td >
< td > < code > int< / code > < / td >
< td > optional< / td >
< td > 500< / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_CLAIM_EXTRACTION_DESCRIPTION< / code > < / td >
< td > The claim_description prompting argument to utilize.< / td >
< td > < code > string< / code > < / td >
< td > optional< / td >
< td > " Any claims or facts that could be relevant to threat analysis." < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_CLAIM_EXTRACTION_PROMPT_FILE< / code > < / td >
< td > The claim extraction prompt to utilize.< / td >
< td > < code > string< / code > < / td >
< td > optional< / td >
< td > < code > None< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_CLAIM_EXTRACTION_MAX_GLEANINGS< / code > < / td >
< td > The maximum number of redrives (gleanings) to invoke when extracting claims in a loop.< / td >
< td > < code > int< / code > < / td >
< td > optional< / td >
< td > 0< / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_COMMUNITY_REPORT_PROMPT_FILE< / code > < / td >
< td > The community report extraction prompt to utilize.< / td >
< td > < code > string< / code > < / td >
< td > optional< / td >
< td > < code > None< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_COMMUNITY_REPORT_MAX_LENGTH< / code > < / td >
< td > The maximum number of tokens to generate per community report.< / td >
< td > < code > int< / code > < / td >
< td > optional< / td >
< td > 1500< / td >
< / tr >
< / tbody >
< / table >
< h2 > Storage< / h2 >
< p > This section controls the storage mechanism used by the pipeline used for emitting output tables.< / p >
< table >
< thead >
< tr >
< th > Parameter< / th >
< th > Description< / th >
< th > Type< / th >
< th > Required or Optional< / th >
< th > Default< / th >
< / tr >
< / thead >
< tbody >
< tr >
< td > < code > GRAPHRAG_STORAGE_TYPE< / code > < / td >
< td > The type of reporter to use. Options are < code > file< / code > , < code > memory< / code > , or < code > blob< / code > < / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > < code > file< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_STORAGE_CONNECTION_STRING< / code > < / td >
< td > The Azure Storage connection string to use when in < code > blob< / code > mode.< / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > None< / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_STORAGE_CONTAINER_NAME< / code > < / td >
< td > The Azure Storage container name to use when in < code > blob< / code > mode.< / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > None< / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_STORAGE_BASE_DIR< / code > < / td >
< td > The base path to data outputs outputs.< / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > None< / td >
< / tr >
< / tbody >
< / table >
< h2 > Cache< / h2 >
< p > This section controls the cache mechanism used by the pipeline. This is used to cache LLM invocation results.< / p >
< table >
< thead >
< tr >
< th > Parameter< / th >
< th > Description< / th >
< th > Type< / th >
< th > Required or Optional< / th >
< th > Default< / th >
< / tr >
< / thead >
< tbody >
< tr >
< td > < code > GRAPHRAG_CACHE_TYPE< / code > < / td >
< td > The type of cache to use. Options are < code > file< / code > , < code > memory< / code > , < code > none< / code > or < code > blob< / code > < / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > < code > file< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_CACHE_CONNECTION_STRING< / code > < / td >
< td > The Azure Storage connection string to use when in < code > blob< / code > mode.< / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > None< / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_CACHE_CONTAINER_NAME< / code > < / td >
< td > The Azure Storage container name to use when in < code > blob< / code > mode.< / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > None< / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_CACHE_BASE_DIR< / code > < / td >
< td > The base path to the reporting outputs.< / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > None< / td >
< / tr >
< / tbody >
< / table >
< h2 > Reporting< / h2 >
< p > This section controls the reporting mechanism used by the pipeline, for common events and error messages. The default is to write reports to a file in the output directory. However, you can also choose to write reports to the console or to an Azure Blob Storage container.< / p >
< table >
< thead >
< tr >
< th > Parameter< / th >
< th > Description< / th >
< th > Type< / th >
< th > Required or Optional< / th >
< th > Default< / th >
< / tr >
< / thead >
< tbody >
< tr >
< td > < code > GRAPHRAG_REPORTING_TYPE< / code > < / td >
< td > The type of reporter to use. Options are < code > file< / code > , < code > console< / code > , or < code > blob< / code > < / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > < code > file< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_REPORTING_CONNECTION_STRING< / code > < / td >
< td > The Azure Storage connection string to use when in < code > blob< / code > mode.< / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > None< / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_REPORTING_CONTAINER_NAME< / code > < / td >
< td > The Azure Storage container name to use when in < code > blob< / code > mode.< / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > None< / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_REPORTING_BASE_DIR< / code > < / td >
< td > The base path to the reporting outputs.< / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > None< / td >
< / tr >
< / tbody >
< / table >
< h2 > Node2Vec Parameters< / h2 >
< table >
< thead >
< tr >
< th > Parameter< / th >
< th > Description< / th >
< th > Type< / th >
< th > Required or Optional< / th >
< th > Default< / th >
< / tr >
< / thead >
< tbody >
< tr >
< td > < code > GRAPHRAG_NODE2VEC_ENABLED< / code > < / td >
< td > Whether to enable Node2Vec< / td >
< td > < code > bool< / code > < / td >
< td > optional< / td >
< td > False< / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_NODE2VEC_NUM_WALKS< / code > < / td >
< td > The Node2Vec number of walks to perform< / td >
< td > < code > int< / code > < / td >
< td > optional< / td >
< td > 10< / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_NODE2VEC_WALK_LENGTH< / code > < / td >
< td > The Node2Vec walk length< / td >
< td > < code > int< / code > < / td >
< td > optional< / td >
< td > 40< / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_NODE2VEC_WINDOW_SIZE< / code > < / td >
< td > The Node2Vec window size< / td >
< td > < code > int< / code > < / td >
< td > optional< / td >
< td > 2< / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_NODE2VEC_ITERATIONS< / code > < / td >
< td > The number of iterations to run node2vec< / td >
< td > < code > int< / code > < / td >
< td > optional< / td >
< td > 3< / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_NODE2VEC_RANDOM_SEED< / code > < / td >
< td > The random seed to use for node2vec< / td >
< td > < code > int< / code > < / td >
< td > optional< / td >
< td > 597832< / td >
< / tr >
< / tbody >
< / table >
< h2 > Data Snapshotting< / h2 >
< table >
< thead >
< tr >
< th > Parameter< / th >
< th > Description< / th >
< th > Type< / th >
< th > Required or Optional< / th >
< th > Default< / th >
< / tr >
< / thead >
< tbody >
< tr >
< td > < code > GRAPHRAG_SNAPSHOT_GRAPHML< / code > < / td >
< td > Whether to enable GraphML snapshots.< / td >
< td > < code > bool< / code > < / td >
< td > optional< / td >
< td > False< / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_SNAPSHOT_RAW_ENTITIES< / code > < / td >
< td > Whether to enable raw entity snapshots.< / td >
< td > < code > bool< / code > < / td >
< td > optional< / td >
< td > False< / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_SNAPSHOT_TOP_LEVEL_NODES< / code > < / td >
< td > Whether to enable top-level node snapshots.< / td >
< td > < code > bool< / code > < / td >
< td > optional< / td >
< td > False< / td >
< / tr >
< / tbody >
< / table >
< h1 > Miscellaneous Settings< / h1 >
< table >
< thead >
< tr >
< th > Parameter< / th >
< th > Description< / th >
< th > Type< / th >
< th > Required or Optional< / th >
< th > Default< / th >
< / tr >
< / thead >
< tbody >
< tr >
< td > < code > GRAPHRAG_ASYNC_MODE< / code > < / td >
< td > Which async mode to use. Either < code > asyncio< / code > or < code > threaded< / code > .< / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > < code > asyncio< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_ENCODING_MODEL< / code > < / td >
< td > The text encoding model, used in tiktoken, to encode text.< / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > < code > cl100k_base< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_MAX_CLUSTER_SIZE< / code > < / td >
< td > The maximum number of entities to include in a single Leiden cluster.< / td >
< td > < code > int< / code > < / td >
< td > optional< / td >
< td > 10< / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_ENTITY_RESOLUTION_ENABLED< / code > < / td >
< td > Turn Entity Resolution ON or OFF.< / td >
< td > < code > bool< / code > < / td >
< td > optional< / td >
< td > False< / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_SKIP_WORKFLOWS< / code > < / td >
< td > A comma-separated list of workflow names to skip.< / td >
< td > < code > str< / code > < / td >
< td > optional< / td >
< td > < code > None< / code > < / td >
< / tr >
< tr >
< td > < code > GRAPHRAG_UMAP_ENABLED< / code > < / td >
< td > Whether to enable UMAP layouts< / td >
< td > < code > bool< / code > < / td >
< td > optional< / td >
< td > False< / td >
< / tr >
< / tbody >
< / table >
< / main >
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