repo stringclasses 454
values | file_path stringlengths 5 201 | extension stringclasses 1
value | content stringlengths 8 509k | num_lines int64 3 16.9k | size_bytes int64 8 511k |
|---|---|---|---|---|---|
graphrag | packages/graphrag/graphrag/index/operations/summarize_communities/text_unit_context/context_builder.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Context builders for text units."""
import logging
from typing import cast
import pandas as pd
from graphrag_llm.tokenizer import Tokenizer
import graphrag.data_model.schemas as schemas
from graphrag.index.operations.summarize_communiti... | 238 | 8,604 |
graphrag | packages/graphrag/graphrag/index/operations/summarize_communities/graph_context/sort_context.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Sort context by degree in descending order."""
import pandas as pd
from graphrag_llm.tokenizer import Tokenizer
import graphrag.data_model.schemas as schemas
def sort_context(
local_context: list[dict],
tokenizer: Tokenizer,
... | 165 | 5,823 |
graphrag | packages/graphrag/graphrag/index/operations/summarize_communities/graph_context/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Package of context builders for graph-based reports."""
| 5 | 137 |
graphrag | packages/graphrag/graphrag/index/operations/summarize_communities/graph_context/context_builder.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Context builders for graphs."""
import logging
from typing import cast
import pandas as pd
from graphrag_llm.tokenizer import Tokenizer
import graphrag.data_model.schemas as schemas
from graphrag.callbacks.workflow_callbacks import Work... | 369 | 12,088 |
graphrag | packages/graphrag/graphrag/index/operations/embed_text/run_embed_text.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing 'TextEmbeddingResult' model and run_embed_text method definition."""
import asyncio
import logging
from dataclasses import dataclass
from typing import TYPE_CHECKING
import numpy as np
from graphrag_chunking.token_chu... | 171 | 5,163 |
graphrag | packages/graphrag/graphrag/index/operations/embed_text/embed_text.py | .py | # Copyright (C) 2026 Microsoft
# Licensed under the MIT License
"""Streaming text embedding operation."""
import logging
from typing import TYPE_CHECKING, Any
import numpy as np
from graphrag_llm.tokenizer import Tokenizer
from graphrag_storage.tables.table import Table
from graphrag_vectors import VectorStore, Vect... | 154 | 4,151 |
graphrag | packages/graphrag/graphrag/index/operations/embed_text/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""The Indexing Engine text embed package root."""
| 5 | 129 |
graphrag | packages/graphrag/graphrag/index/operations/extract_graph/extract_graph.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing extract_graph method."""
import logging
from typing import TYPE_CHECKING
import pandas as pd
from graphrag.callbacks.workflow_callbacks import WorkflowCallbacks
from graphrag.config.enums import AsyncType
from graphr... | 130 | 3,617 |
graphrag | packages/graphrag/graphrag/index/operations/extract_graph/utils.py | .py | # Copyright (C) 2026 Microsoft Corporation.
# Licensed under the MIT License
"""Utility functions for graph extraction operations."""
import logging
import pandas as pd
logger = logging.getLogger(__name__)
def filter_orphan_relationships(
relationships: pd.DataFrame,
entities: pd.DataFrame,
) -> pd.DataFr... | 54 | 1,621 |
graphrag | packages/graphrag/graphrag/index/operations/extract_graph/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""The Indexing Engine entities extraction package root."""
| 5 | 138 |
graphrag | packages/graphrag/graphrag/index/operations/extract_graph/graph_extractor.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Graph extraction helpers that return tabular data."""
import logging
import re
import traceback
from typing import TYPE_CHECKING, Any
import pandas as pd
from graphrag_llm.utils import (
CompletionMessagesBuilder,
)
from graphrag.in... | 189 | 6,609 |
graphrag | packages/graphrag/graphrag/index/operations/summarize_descriptions/summarize_descriptions.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing the summarize_descriptions verb."""
import asyncio
import logging
from typing import TYPE_CHECKING
import pandas as pd
from graphrag.callbacks.workflow_callbacks import WorkflowCallbacks
from graphrag.index.operation... | 141 | 4,268 |
graphrag | packages/graphrag/graphrag/index/operations/summarize_descriptions/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Root package for description summarization."""
| 5 | 128 |
graphrag | packages/graphrag/graphrag/index/operations/summarize_descriptions/description_summary_extractor.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing 'SummarizationResult' and 'SummarizeExtractor' models."""
import json
from dataclasses import dataclass
from typing import TYPE_CHECKING
from graphrag.index.typing.error_handler import ErrorHandlerFn
if TYPE_CHECKING... | 135 | 4,551 |
graphrag | packages/graphrag/graphrag/index/operations/summarize_descriptions/typing.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing 'SummarizedDescriptionResult' model."""
from dataclasses import dataclass
from typing import Any, NamedTuple
@dataclass
class SummarizedDescriptionResult:
"""Entity summarization result class definition."""
... | 22 | 480 |
graphrag | packages/graphrag/graphrag/index/operations/extract_covariates/extract_covariates.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing the extract_covariates verb definition."""
import logging
from collections.abc import Iterable
from dataclasses import asdict
from typing import TYPE_CHECKING, Any
import pandas as pd
from graphrag.callbacks.workflow... | 122 | 3,667 |
graphrag | packages/graphrag/graphrag/index/operations/extract_covariates/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""The Indexing Engine text extract claims package root."""
| 5 | 138 |
graphrag | packages/graphrag/graphrag/index/operations/extract_covariates/claim_extractor.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing 'ClaimExtractorResult' and 'ClaimExtractor' models."""
import logging
import traceback
from dataclasses import dataclass
from typing import TYPE_CHECKING, Any
from graphrag_llm.utils import (
CompletionMessagesBui... | 194 | 6,872 |
graphrag | packages/graphrag/graphrag/index/operations/extract_covariates/typing.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing 'Covariate' and 'CovariateExtractionResult' models."""
from collections.abc import Awaitable, Callable, Iterable
from dataclasses import dataclass
from typing import Any
from graphrag_cache import Cache
from graphrag... | 51 | 1,205 |
graphrag | packages/graphrag/graphrag/index/operations/build_noun_graph/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""The Indexing Engine noun graph package root."""
| 5 | 129 |
graphrag | packages/graphrag/graphrag/index/operations/build_noun_graph/build_noun_graph.py | .py | # Copyright (C) 2026 Microsoft
# Licensed under the MIT License
"""Graph extraction using NLP."""
import logging
from collections import defaultdict
from itertools import combinations
import pandas as pd
from graphrag_cache import Cache
from graphrag_storage.tables.table import Table
from graphrag.graphs.edge_weigh... | 144 | 4,165 |
graphrag | packages/graphrag/graphrag/index/operations/build_noun_graph/np_extractors/regex_extractor.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Functions to analyze text data using SpaCy."""
import re
from typing import Any
import nltk
from textblob import TextBlob
from graphrag.index.operations.build_noun_graph.np_extractors.base import (
BaseNounPhraseExtractor,
)
from gr... | 125 | 4,540 |
graphrag | packages/graphrag/graphrag/index/operations/build_noun_graph/np_extractors/syntactic_parsing_extractor.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Noun phrase extractor based on dependency parsing and NER using SpaCy."""
from typing import Any
from spacy.tokens.span import Span
from spacy.util import filter_spans
from graphrag.index.operations.build_noun_graph.np_extractors.base i... | 163 | 6,245 |
graphrag | packages/graphrag/graphrag/index/operations/build_noun_graph/np_extractors/resource_loader.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Util functions needed for nltk-based noun-phrase extractors (i.e. TextBlob)."""
import nltk
def download_if_not_exists(resource_name) -> bool:
"""Download nltk resources if they haven't been already."""
# look under all possible... | 39 | 969 |
graphrag | packages/graphrag/graphrag/index/operations/build_noun_graph/np_extractors/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""NLP-based graph extractors."""
| 5 | 112 |
graphrag | packages/graphrag/graphrag/index/operations/build_noun_graph/np_extractors/stop_words.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Custom list of stop words to be excluded by noun phrase extractors."""
EN_STOP_WORDS = [
"stuff",
"thing",
"things",
"bunch",
"bit",
"bits",
"people",
"person",
"okay",
"hey",
"hi",
"hello",... | 22 | 349 |
graphrag | packages/graphrag/graphrag/index/operations/build_noun_graph/np_extractors/cfg_extractor.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""CFG-based noun phrase extractor."""
from typing import Any
from spacy.tokens.doc import Doc
from graphrag.index.operations.build_noun_graph.np_extractors.base import (
BaseNounPhraseExtractor,
)
from graphrag.index.operations.build_... | 183 | 7,253 |
graphrag | packages/graphrag/graphrag/index/operations/build_noun_graph/np_extractors/factory.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Create a noun phrase extractor from a configuration."""
from typing import ClassVar
from graphrag.config.enums import NounPhraseExtractorType
from graphrag.config.models.extract_graph_nlp_config import TextAnalyzerConfig
from graphrag.in... | 83 | 3,488 |
graphrag | packages/graphrag/graphrag/index/operations/build_noun_graph/np_extractors/base.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Base class for noun phrase extractors."""
import logging
from abc import ABCMeta, abstractmethod
import spacy
logger = logging.getLogger(__name__)
class BaseNounPhraseExtractor(metaclass=ABCMeta):
"""Abstract base class for noun p... | 62 | 1,730 |
graphrag | packages/graphrag/graphrag/index/operations/build_noun_graph/np_extractors/np_validator.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Util functions to tag noun phrases for filtering."""
def is_compound(tokens: list[str]) -> bool:
"""List of tokens forms a compound noun phrase."""
return any(
"-" in token and len(token.strip()) > 1 and len(token.strip()... | 26 | 853 |
graphrag | packages/graphrag/graphrag/index/update/relationships.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Relationship related operations and utils for Incremental Indexing."""
import itertools
import numpy as np
import pandas as pd
from graphrag.data_model.schemas import RELATIONSHIPS_FINAL_COLUMNS
def _update_and_merge_relationships(
... | 87 | 2,706 |
graphrag | packages/graphrag/graphrag/index/update/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Incremental Indexing main module definition."""
| 5 | 129 |
graphrag | packages/graphrag/graphrag/index/update/entities.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Entity related operations and utils for Incremental Indexing."""
import itertools
import numpy as np
import pandas as pd
from graphrag.data_model.schemas import ENTITIES_FINAL_COLUMNS
def _group_and_resolve_entities(
old_entities_... | 75 | 2,321 |
graphrag | packages/graphrag/graphrag/index/update/incremental_index.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Dataframe operations and utils for Incremental Indexing."""
from dataclasses import dataclass
import numpy as np
import pandas as pd
from graphrag_storage.tables.table_provider import TableProvider
@dataclass
class InputDelta:
"""D... | 79 | 2,323 |
graphrag | packages/graphrag/graphrag/index/update/communities.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Dataframe operations and utils for Incremental Indexing."""
import pandas as pd
from graphrag.data_model.schemas import (
COMMUNITIES_FINAL_COLUMNS,
COMMUNITY_REPORTS_FINAL_COLUMNS,
)
def _update_and_merge_communities(
old_... | 152 | 4,852 |
graphrag | packages/graphrag/graphrag/index/utils/derive_from_rows.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing derive_from_rows, derive_from_rows_asyncio_threads, and derive_from_rows_asyncio methods."""
import asyncio
import inspect
import logging
import traceback
from collections.abc import Awaitable, Callable, Coroutine, Has... | 168 | 5,280 |
graphrag | packages/graphrag/graphrag/index/utils/uuid.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""UUID utilities."""
import uuid
from random import Random, getrandbits
def gen_uuid(rd: Random | None = None):
"""Generate a random UUID v4."""
return uuid.UUID(
int=rd.getrandbits(128) if rd is not None else getrandbits(... | 15 | 346 |
graphrag | packages/graphrag/graphrag/index/utils/is_null.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Defines the is_null utility."""
import math
from typing import Any
def is_null(value: Any) -> bool:
"""Check if value is null or is nan."""
def is_none() -> bool:
return value is None
def is_nan() -> bool:
... | 20 | 408 |
graphrag | packages/graphrag/graphrag/index/utils/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Utils methods definition."""
| 5 | 110 |
graphrag | packages/graphrag/graphrag/index/utils/dicts.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A utility module containing methods for inspecting and verifying dictionary types."""
def dict_has_keys_with_types(
data: dict, expected_fields: list[tuple[str, type]], inplace: bool = False
) -> bool:
"""Return True if the given... | 23 | 708 |
graphrag | packages/graphrag/graphrag/index/utils/dataframes.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing DataFrame utilities."""
from collections.abc import Callable
from typing import Any, cast
import pandas as pd
from pandas._typing import MergeHow
def drop_columns(df: pd.DataFrame, *column: str) -> pd.DataFrame:
... | 54 | 1,661 |
graphrag | packages/graphrag/graphrag/index/utils/string.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""String utilities."""
import html
import re
from typing import Any
def clean_str(input: Any) -> str:
"""Clean an input string by removing HTML escapes, control characters, and other unwanted characters."""
# If we get non-string ... | 20 | 601 |
graphrag | packages/graphrag/graphrag/index/utils/hashing.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Hashing utilities."""
from collections.abc import Iterable
from hashlib import sha512
from typing import Any
def gen_sha512_hash(item: dict[str, Any], hashcode: Iterable[str]):
"""Generate a SHA512 hash."""
hashed = "".join([str... | 15 | 442 |
graphrag | packages/graphrag/graphrag/index/text_splitting/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""The Indexing Engine Text Splitting package root."""
| 5 | 133 |
graphrag | packages/graphrag/graphrag/index/text_splitting/text_splitting.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing 'TokenTextSplitter' class and 'split_single_text_on_tokens' function."""
import logging
from abc import ABC
from collections.abc import Callable
from typing import cast
import pandas as pd
from graphrag_llm.tokenizer ... | 103 | 3,269 |
graphrag | packages/graphrag/graphrag/index/workflows/extract_graph_nlp.py | .py | # Copyright (C) 2026 Microsoft
# Licensed under the MIT License
"""NLP-based graph extraction workflow."""
import logging
from typing import Any
import pandas as pd
from graphrag_cache import Cache
from graphrag_storage.tables.table import Table
from graphrag.config.models.graph_rag_config import GraphRagConfig
fro... | 143 | 4,368 |
graphrag | packages/graphrag/graphrag/index/workflows/load_input_documents.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing run_workflow method definition."""
import logging
from dataclasses import asdict
import pandas as pd
from graphrag_input import InputReader, create_input_reader
from graphrag_storage.tables.table import Table
from gr... | 61 | 1,892 |
graphrag | packages/graphrag/graphrag/index/workflows/update_final_documents.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing run_workflow method definition."""
import logging
from graphrag.config.models.graph_rag_config import GraphRagConfig
from graphrag.index.run.utils import get_update_table_providers
from graphrag.index.typing.context i... | 38 | 1,271 |
graphrag | packages/graphrag/graphrag/index/workflows/update_community_reports.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing run_workflow method definition."""
import logging
import pandas as pd
from graphrag_storage.tables.table_provider import TableProvider
from graphrag.config.models.graph_rag_config import GraphRagConfig
from graphrag.... | 68 | 2,336 |
graphrag | packages/graphrag/graphrag/index/workflows/extract_graph.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing run_workflow method definition."""
import logging
from typing import TYPE_CHECKING
import pandas as pd
from graphrag_llm.completion import create_completion
from graphrag.cache.cache_key_creator import cache_key_crea... | 186 | 6,846 |
graphrag | packages/graphrag/graphrag/index/workflows/create_final_documents.py | .py | # Copyright (C) 2026 Microsoft
# Licensed under the MIT License
"""Workflow to create final documents with text unit mappings."""
import logging
from typing import Any
from graphrag_storage.tables.table import Table
from graphrag.config.models.graph_rag_config import GraphRagConfig
from graphrag.data_model.row_tran... | 74 | 2,259 |
graphrag | packages/graphrag/graphrag/index/workflows/create_base_text_units.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing run_workflow method definition."""
import logging
from typing import Any
from graphrag_chunking.chunker import Chunker
from graphrag_chunking.chunker_factory import create_chunker
from graphrag_chunking.transformers i... | 161 | 5,223 |
graphrag | packages/graphrag/graphrag/index/workflows/create_community_reports_text.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing run_workflow method definition."""
import logging
from typing import TYPE_CHECKING
import pandas as pd
from graphrag_llm.completion import create_completion
from graphrag_llm.tokenizer import Tokenizer
from graphrag.... | 120 | 3,828 |
graphrag | packages/graphrag/graphrag/index/workflows/update_text_units.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing run_workflow method definition."""
import logging
import numpy as np
import pandas as pd
from graphrag_storage.tables.table_provider import TableProvider
from graphrag.config.models.graph_rag_config import GraphRagCo... | 96 | 3,153 |
graphrag | packages/graphrag/graphrag/index/workflows/extract_covariates.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing run_workflow method definition."""
import logging
from typing import TYPE_CHECKING
from uuid import uuid4
import pandas as pd
from graphrag_llm.completion import create_completion
from graphrag.cache.cache_key_creato... | 109 | 3,792 |
graphrag | packages/graphrag/graphrag/index/workflows/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A package containing all built-in workflow definitions."""
from graphrag.index.workflows.factory import PipelineFactory
from .create_base_text_units import (
run_workflow as run_create_base_text_units,
)
from .create_communities imp... | 101 | 3,352 |
graphrag | packages/graphrag/graphrag/index/workflows/create_final_text_units.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing run_workflow method definition."""
import logging
from contextlib import nullcontext
from typing import Any
from graphrag_storage.tables.table import Table
from graphrag.config.models.graph_rag_config import GraphRag... | 136 | 4,697 |
graphrag | packages/graphrag/graphrag/index/workflows/generate_text_embeddings.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing run_workflow method definition."""
import logging
from contextlib import AsyncExitStack
from dataclasses import dataclass
from typing import TYPE_CHECKING
from graphrag_llm.embedding import create_embedding
from graph... | 163 | 5,307 |
graphrag | packages/graphrag/graphrag/index/workflows/update_entities_relationships.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing run_workflow method definition."""
import logging
import pandas as pd
from graphrag_cache import Cache
from graphrag_llm.completion import create_completion
from graphrag_storage.tables.table_provider import TableProv... | 120 | 4,492 |
graphrag | packages/graphrag/graphrag/index/workflows/load_update_documents.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing run_workflow method definition."""
import logging
from dataclasses import asdict
import pandas as pd
from graphrag_input.input_reader import InputReader
from graphrag_input.input_reader_factory import create_input_rea... | 63 | 2,355 |
graphrag | packages/graphrag/graphrag/index/workflows/create_communities.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing run_workflow method definition."""
import logging
from datetime import datetime, timezone
from typing import Any, cast
from uuid import uuid4
import numpy as np
import pandas as pd
from graphrag_storage.tables.table i... | 208 | 7,242 |
graphrag | packages/graphrag/graphrag/index/workflows/update_communities.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing run_workflow method definition."""
import logging
from graphrag_storage.tables.table_provider import TableProvider
from graphrag.config.models.graph_rag_config import GraphRagConfig
from graphrag.data_model.data_read... | 55 | 1,982 |
graphrag | packages/graphrag/graphrag/index/workflows/update_covariates.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing run_workflow method definition."""
import logging
import numpy as np
import pandas as pd
from graphrag_storage.tables.table_provider import TableProvider
from graphrag.config.models.graph_rag_config import GraphRagCo... | 81 | 2,688 |
graphrag | packages/graphrag/graphrag/index/workflows/factory.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Encapsulates pipeline construction and selection."""
import logging
from typing import ClassVar
from graphrag.config.enums import IndexingMethod
from graphrag.config.models.graph_rag_config import GraphRagConfig
from graphrag.index.typin... | 98 | 3,014 |
graphrag | packages/graphrag/graphrag/index/workflows/prune_graph.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing run_workflow method definition."""
import logging
import pandas as pd
from graphrag.config.models.graph_rag_config import GraphRagConfig
from graphrag.config.models.prune_graph_config import PruneGraphConfig
from gra... | 79 | 2,659 |
graphrag | packages/graphrag/graphrag/index/workflows/update_text_embeddings.py | .py | # Copyright (C) 2026 Microsoft
# Licensed under the MIT License
"""A module containing run_workflow method definition."""
import logging
from graphrag_llm.embedding import create_embedding
from graphrag.cache.cache_key_creator import cache_key_creator
from graphrag.config.models.graph_rag_config import GraphRagConf... | 53 | 1,630 |
graphrag | packages/graphrag/graphrag/index/workflows/create_community_reports.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing run_workflow method definition."""
import logging
from typing import TYPE_CHECKING
import pandas as pd
from graphrag_llm.completion import create_completion
from graphrag_llm.tokenizer import Tokenizer
import graphra... | 200 | 5,990 |
graphrag | packages/graphrag/graphrag/index/workflows/finalize_graph.py | .py | # Copyright (C) 2026 Microsoft
# Licensed under the MIT License
"""A module containing run_workflow method definition."""
import logging
from collections import Counter
from typing import Any
from graphrag_storage.tables.table import Table
from graphrag.config.models.graph_rag_config import GraphRagConfig
from grap... | 126 | 3,849 |
graphrag | packages/graphrag/graphrag/index/workflows/update_clean_state.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing run_workflow method definition."""
import logging
from graphrag.config.models.graph_rag_config import GraphRagConfig
from graphrag.index.typing.context import PipelineRunContext
from graphrag.index.typing.workflow imp... | 32 | 935 |
graphrag | packages/graphrag/graphrag/index/run/utils.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Utility functions for the GraphRAG run module."""
from graphrag_cache import Cache
from graphrag_cache.memory_cache import MemoryCache
from graphrag_storage import Storage, create_storage
from graphrag_storage.memory_storage import Memory... | 76 | 3,306 |
graphrag | packages/graphrag/graphrag/index/run/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Run module for GraphRAG."""
| 5 | 109 |
graphrag | packages/graphrag/graphrag/index/run/profiling.py | .py | # Copyright (C) 2025 Microsoft
# Licensed under the MIT License
"""Workflow profiling utilities."""
import time
import tracemalloc
from types import TracebackType
from typing import Self
from graphrag.index.typing.stats import WorkflowMetrics
class WorkflowProfiler:
"""Context manager for profiling workflow ex... | 61 | 1,912 |
graphrag | packages/graphrag/graphrag/index/run/run_pipeline.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Different methods to run the pipeline."""
import json
import logging
import time
from collections.abc import AsyncIterable
from dataclasses import asdict
from typing import Any
import pandas as pd
from graphrag_cache import create_cache
... | 190 | 7,108 |
graphrag | packages/graphrag/graphrag/index/typing/pipeline.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing the Pipeline class."""
from collections.abc import Generator
from graphrag.index.typing.workflow import Workflow
class Pipeline:
"""Encapsulates running workflows."""
def __init__(self, workflows: list[Work... | 28 | 824 |
graphrag | packages/graphrag/graphrag/index/typing/workflow.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Pipeline workflow types."""
from collections.abc import Awaitable, Callable
from dataclasses import dataclass
from typing import Any
from graphrag.config.models.graph_rag_config import GraphRagConfig
from graphrag.index.typing.context im... | 29 | 990 |
graphrag | packages/graphrag/graphrag/index/typing/state.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Pipeline state types."""
from typing import Any
PipelineState = dict[Any, Any]
| 9 | 162 |
graphrag | packages/graphrag/graphrag/index/typing/stats.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Pipeline stats types."""
from dataclasses import dataclass, field
@dataclass
class WorkflowMetrics:
"""Metrics collected for a single workflow execution."""
overall: float
"""Wall-clock time in seconds."""
peak_memory_... | 43 | 1,143 |
graphrag | packages/graphrag/graphrag/index/typing/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Root typings for GraphRAG."""
| 5 | 111 |
graphrag | packages/graphrag/graphrag/index/typing/context.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
# isort: skip_file
"""A module containing the 'PipelineRunContext' models."""
from dataclasses import dataclass
from graphrag_cache import Cache
from graphrag.callbacks.workflow_callbacks import WorkflowCallbacks
from graphrag.index.typing.... | 35 | 1,314 |
graphrag | packages/graphrag/graphrag/index/typing/error_handler.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Shared error handler types."""
from collections.abc import Callable
ErrorHandlerFn = Callable[[BaseException | None, str | None, dict | None], None]
| 9 | 232 |
graphrag | packages/graphrag/graphrag/index/typing/pipeline_run_result.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing the PipelineRunResult class."""
from dataclasses import dataclass
from typing import Any
from graphrag.index.typing.state import PipelineState
@dataclass
class PipelineRunResult:
"""Pipeline run result class def... | 23 | 728 |
graphrag | packages/graphrag/graphrag/logger/progress.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Progress Logging Utilities."""
import logging
from collections.abc import Callable, Iterable
from dataclasses import dataclass
from typing import TypeVar
T = TypeVar("T")
logger = logging.getLogger(__name__)
@dataclass
class Progress:
... | 96 | 2,712 |
graphrag | packages/graphrag/graphrag/logger/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Logger utilities and implementations."""
| 5 | 122 |
graphrag | packages/graphrag/graphrag/logger/factory.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Factory functions for creating a logger."""
from __future__ import annotations
import logging
from pathlib import Path
from graphrag_common.factory import Factory
from graphrag.config.enums import ReportingType
LOG_FORMAT = "%(asctime... | 65 | 2,063 |
graphrag | packages/graphrag/graphrag/logger/standard_logging.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Standard logging configuration for the graphrag package.
This module provides a standardized way to configure Python's built-in
logging system for use within the graphrag package.
Usage:
# Configuration should be done once at the sta... | 92 | 2,968 |
graphrag | packages/graphrag/graphrag/logger/blob_workflow_logger.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A logger that emits updates from the indexing engine to a blob in Azure Storage."""
import json
import logging
from datetime import datetime, timezone
from typing import Any
from azure.identity import DefaultAzureCredential
from azure.st... | 122 | 4,470 |
graphrag | packages/graphrag/graphrag/prompts/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""All prompts for the GraphRAG system."""
| 5 | 121 |
graphrag | packages/graphrag/graphrag/prompts/query/basic_search_system_prompt.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Basic Search prompts."""
BASIC_SEARCH_SYSTEM_PROMPT = """
---Role---
You are a helpful assistant responding to questions about data in the tables provided.
---Goal---
Generate a response of the target length and format that responds t... | 74 | 2,893 |
graphrag | packages/graphrag/graphrag/prompts/query/global_search_knowledge_system_prompt.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Global Search system prompts."""
GENERAL_KNOWLEDGE_INSTRUCTION = """
The response may also include relevant real-world knowledge outside the dataset, but it must be explicitly annotated with a verification tag [LLM: verify]. For example:
... | 10 | 403 |
graphrag | packages/graphrag/graphrag/prompts/query/global_search_map_system_prompt.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""System prompts for global search."""
MAP_SYSTEM_PROMPT = """
---Role---
You are a helpful assistant responding to questions about data in the tables provided.
---Goal---
Generate a response consisting of a list of key points that resp... | 86 | 4,116 |
graphrag | packages/graphrag/graphrag/prompts/query/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""All prompts for the query engine."""
| 5 | 118 |
graphrag | packages/graphrag/graphrag/prompts/query/question_gen_system_prompt.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Question Generation system prompts."""
QUESTION_SYSTEM_PROMPT = """
---Role---
You are a helpful assistant generating a bulleted list of {question_count} questions about data in the tables provided.
---Data tables---
{context_data}
... | 29 | 939 |
graphrag | packages/graphrag/graphrag/prompts/query/local_search_system_prompt.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Local search system prompts."""
LOCAL_SEARCH_SYSTEM_PROMPT = """
---Role---
You are a helpful assistant responding to questions about data in the tables provided.
---Goal---
Generate a response of the target length and format that res... | 70 | 2,701 |
graphrag | packages/graphrag/graphrag/prompts/query/global_search_reduce_system_prompt.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Global Search system prompts."""
REDUCE_SYSTEM_PROMPT = """
---Role---
You are a helpful assistant responding to questions about a dataset by synthesizing perspectives from multiple analysts.
---Goal---
Generate a response of the targ... | 86 | 3,956 |
graphrag | packages/graphrag/graphrag/prompts/query/drift_search_system_prompt.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""DRIFT Search prompts."""
DRIFT_LOCAL_SYSTEM_PROMPT = """
---Role---
You are a helpful assistant responding to questions about data in the tables provided.
---Goal---
Generate a response of the target length and format that responds to... | 168 | 8,170 |
graphrag | packages/graphrag/graphrag/prompts/index/extract_graph.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A file containing prompts definition."""
GRAPH_EXTRACTION_PROMPT = """
-Goal-
Given a text document that is potentially relevant to this activity and a list of entity types, identify all entities of those types from the text and all relat... | 130 | 7,082 |
graphrag | packages/graphrag/graphrag/prompts/index/summarize_descriptions.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A file containing prompts definition."""
SUMMARIZE_PROMPT = """
You are a helpful assistant responsible for generating a comprehensive summary of the data provided below.
Given one or more entities, and a list of descriptions, all related... | 21 | 882 |
graphrag | packages/graphrag/graphrag/prompts/index/community_report_text_units.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A file containing prompts definition."""
COMMUNITY_REPORT_TEXT_PROMPT = """
You are an AI assistant that helps a human analyst to perform general information discovery.
Information discovery is the process of identifying and assessing rel... | 96 | 7,971 |
graphrag | packages/graphrag/graphrag/prompts/index/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""All prompts for the indexing engine."""
| 5 | 121 |
graphrag | packages/graphrag/graphrag/prompts/index/community_report.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A file containing prompts definition."""
COMMUNITY_REPORT_PROMPT = """
You are an AI assistant that helps a human analyst to perform general information discovery. Information discovery is the process of identifying and assessing relevant ... | 154 | 9,011 |
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