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/prompts/index/extract_claims.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A file containing prompts definition."""
EXTRACT_CLAIMS_PROMPT = """
-Target activity-
You are an intelligent assistant that helps a human analyst to analyze claims against certain entities presented in a text document.
-Goal-
Given a te... | 62 | 5,077 |
graphrag | packages/graphrag/graphrag/config/init_content.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Content for the init CLI command to generate a default configuration."""
import graphrag.config.defaults as defs
from graphrag.config.defaults import (
graphrag_config_defaults,
vector_store_defaults,
)
INIT_YAML = f"""\
### This... | 145 | 5,576 |
graphrag | packages/graphrag/graphrag/config/errors.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Errors for the default configuration."""
class ApiKeyMissingError(ValueError):
"""LLM Key missing error."""
def __init__(self, llm_type: str, azure_auth_type: str | None = None) -> None:
"""Init method definition."""
... | 42 | 1,390 |
graphrag | packages/graphrag/graphrag/config/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""The config package root."""
| 5 | 109 |
graphrag | packages/graphrag/graphrag/config/embeddings.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing embeddings values."""
entity_description_embedding = "entity_description"
community_full_content_embedding = "community_full_content"
text_unit_text_embedding = "text_unit_text"
all_embeddings: set[str] = {
entity... | 20 | 552 |
graphrag | packages/graphrag/graphrag/config/load_config.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Default method for loading config."""
from pathlib import Path
from typing import Any
from graphrag_common.config import load_config as lc
from graphrag.config.models.graph_rag_config import GraphRagConfig
def load_config(
root_di... | 48 | 1,257 |
graphrag | packages/graphrag/graphrag/config/enums.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing config enums."""
from __future__ import annotations
from enum import Enum
class ReportingType(str, Enum):
"""The reporting configuration type for the pipeline."""
file = "file"
"""The file reporting con... | 78 | 2,096 |
graphrag | packages/graphrag/graphrag/config/defaults.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Common default configuration values."""
from dataclasses import dataclass, field
from pathlib import Path
from typing import ClassVar
from graphrag_cache import CacheType
from graphrag_chunking.chunk_strategy_type import ChunkerType
from... | 386 | 11,727 |
graphrag | packages/graphrag/graphrag/config/models/extract_graph_nlp_config.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Parameterization settings for the default configuration."""
from pydantic import BaseModel, Field
from graphrag.config.defaults import graphrag_config_defaults
from graphrag.config.enums import AsyncType, NounPhraseExtractorType
class ... | 75 | 3,320 |
graphrag | packages/graphrag/graphrag/config/models/local_search_config.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Parameterization settings for the default configuration."""
from pydantic import BaseModel, Field
from graphrag.config.defaults import graphrag_config_defaults
class LocalSearchConfig(BaseModel):
"""The default configuration sectio... | 50 | 1,866 |
graphrag | packages/graphrag/graphrag/config/models/reporting_config.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Parameterization settings for the default configuration."""
from pydantic import BaseModel, Field
from graphrag.config.defaults import graphrag_config_defaults
from graphrag.config.enums import ReportingType
class ReportingConfig(BaseM... | 35 | 1,225 |
graphrag | packages/graphrag/graphrag/config/models/extract_claims_config.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Parameterization settings for the default configuration."""
from dataclasses import dataclass
from pathlib import Path
from pydantic import BaseModel, Field
from graphrag.config.defaults import graphrag_config_defaults
from graphrag.pro... | 57 | 1,970 |
graphrag | packages/graphrag/graphrag/config/models/global_search_config.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Parameterization settings for the default configuration."""
from pydantic import BaseModel, Field
from graphrag.config.defaults import graphrag_config_defaults
class GlobalSearchConfig(BaseModel):
"""The default configuration secti... | 68 | 2,903 |
graphrag | packages/graphrag/graphrag/config/models/cluster_graph_config.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Parameterization settings for the default configuration."""
from pydantic import BaseModel, Field
from graphrag.config.defaults import graphrag_config_defaults
class ClusterGraphConfig(BaseModel):
"""Configuration section for clust... | 26 | 825 |
graphrag | packages/graphrag/graphrag/config/models/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Interfaces for Default Config parameterization."""
| 5 | 132 |
graphrag | packages/graphrag/graphrag/config/models/extract_graph_config.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Parameterization settings for the default configuration."""
from dataclasses import dataclass
from pathlib import Path
from pydantic import BaseModel, Field
from graphrag.config.defaults import graphrag_config_defaults
from graphrag.pro... | 53 | 1,822 |
graphrag | packages/graphrag/graphrag/config/models/community_reports_config.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Parameterization settings for the default configuration."""
from dataclasses import dataclass
from pathlib import Path
from pydantic import BaseModel, Field
from graphrag.config.defaults import graphrag_config_defaults
from graphrag.pro... | 64 | 2,435 |
graphrag | packages/graphrag/graphrag/config/models/summarize_descriptions_config.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Parameterization settings for the default configuration."""
from dataclasses import dataclass
from pathlib import Path
from pydantic import BaseModel, Field
from graphrag.config.defaults import graphrag_config_defaults
from graphrag.pro... | 53 | 1,941 |
graphrag | packages/graphrag/graphrag/config/models/drift_search_config.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Parameterization settings for the default configuration."""
from pydantic import BaseModel, Field
from graphrag.config.defaults import graphrag_config_defaults
class DRIFTSearchConfig(BaseModel):
"""The default configuration sectio... | 124 | 4,900 |
graphrag | packages/graphrag/graphrag/config/models/basic_search_config.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Parameterization settings for the default configuration."""
from pydantic import BaseModel, Field
from graphrag.config.defaults import graphrag_config_defaults
class BasicSearchConfig(BaseModel):
"""The default configuration sectio... | 34 | 1,174 |
graphrag | packages/graphrag/graphrag/config/models/graph_rag_config.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Parameterization settings for the default configuration."""
from dataclasses import asdict
from pathlib import Path
from devtools import pformat
from graphrag_cache import CacheConfig
from graphrag_chunking.chunking_config import Chunkin... | 334 | 13,658 |
graphrag | packages/graphrag/graphrag/config/models/snapshots_config.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Parameterization settings for the default configuration."""
from pydantic import BaseModel, Field
from graphrag.config.defaults import graphrag_config_defaults
class SnapshotsConfig(BaseModel):
"""Configuration section for snapshot... | 26 | 916 |
graphrag | packages/graphrag/graphrag/config/models/embed_text_config.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Parameterization settings for the default configuration."""
from pydantic import BaseModel, Field
from graphrag.config.defaults import graphrag_config_defaults
class EmbedTextConfig(BaseModel):
"""Configuration section for text emb... | 34 | 1,204 |
graphrag | packages/graphrag/graphrag/config/models/prune_graph_config.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Parameterization settings for the default configuration."""
from pydantic import BaseModel, Field
from graphrag.config.defaults import graphrag_config_defaults
class PruneGraphConfig(BaseModel):
"""Configuration section for pruning... | 42 | 1,600 |
graphrag | packages/graphrag/graphrag/data_model/types.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Common types for the GraphRAG knowledge model."""
from collections.abc import Callable
TextEmbedder = Callable[[str], list[float]]
| 9 | 214 |
graphrag | packages/graphrag/graphrag/data_model/row_transformers.py | .py | # Copyright (C) 2026 Microsoft
"""Row-level type coercion for streaming Table reads.
Each transformer converts a raw ``dict[str, Any]`` row (as produced by
``csv.DictReader``, where every value is a string) into a dict with
properly typed fields. They serve the same purpose as the DataFrame-
based ``*_typed`` helper... | 253 | 7,859 |
graphrag | packages/graphrag/graphrag/data_model/identified.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A package containing the 'Identified' protocol."""
from dataclasses import dataclass
@dataclass
class Identified:
"""A protocol for an item with an ID."""
id: str
"""The ID of the item."""
short_id: str | None
"""H... | 18 | 449 |
graphrag | packages/graphrag/graphrag/data_model/data_reader.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A DataReader that loads typed dataframes from a TableProvider."""
import pandas as pd
from graphrag_storage.tables import TableProvider
from graphrag.data_model.dfs import (
communities_typed,
community_reports_typed,
covaria... | 72 | 2,701 |
graphrag | packages/graphrag/graphrag/data_model/dfs.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A package containing dataframe processing utilities."""
from typing import Any
import pandas as pd
from graphrag.data_model.schemas import (
COMMUNITY_CHILDREN,
COMMUNITY_ID,
COMMUNITY_LEVEL,
COVARIATE_IDS,
EDGE_DEGR... | 153 | 5,345 |
graphrag | packages/graphrag/graphrag/data_model/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Knowledge model package."""
from graphrag.data_model.data_reader import DataReader
__all__ = ["DataReader"]
| 9 | 191 |
graphrag | packages/graphrag/graphrag/data_model/covariate.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A package containing the 'Covariate' model."""
from dataclasses import dataclass
from typing import Any
from graphrag.data_model.identified import Identified
@dataclass
class Covariate(Identified):
"""
A protocol for a covariat... | 55 | 1,579 |
graphrag | packages/graphrag/graphrag/data_model/relationship.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A package containing the 'Relationship' model."""
from dataclasses import dataclass
from typing import Any
from graphrag.data_model.identified import Identified
@dataclass
class Relationship(Identified):
"""A relationship between t... | 66 | 2,226 |
graphrag | packages/graphrag/graphrag/data_model/community_report.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A package containing the 'CommunityReport' model."""
from dataclasses import dataclass
from typing import Any
from graphrag.data_model.named import Named
@dataclass
class CommunityReport(Named):
"""Defines an LLM-generated summary ... | 68 | 2,083 |
graphrag | packages/graphrag/graphrag/data_model/text_unit.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A package containing the 'TextUnit' model."""
from dataclasses import dataclass
from typing import Any
from graphrag.data_model.identified import Identified
@dataclass
class TextUnit(Identified):
"""A protocol for a TextUnit item i... | 63 | 2,046 |
graphrag | packages/graphrag/graphrag/data_model/community.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A package containing the 'Community' model."""
from dataclasses import dataclass
from typing import Any
from graphrag.data_model.named import Named
@dataclass
class Community(Named):
"""A protocol for a community in the system."""
... | 80 | 2,566 |
graphrag | packages/graphrag/graphrag/data_model/schemas.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Common field name definitions for data frames."""
ID = "id"
SHORT_ID = "human_readable_id"
TITLE = "title"
DESCRIPTION = "description"
TYPE = "type"
# POST-PREP NODE TABLE SCHEMA
NODE_DEGREE = "degree"
NODE_FREQUENCY = "frequency"
NODE_D... | 160 | 2,963 |
graphrag | packages/graphrag/graphrag/data_model/document.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A package containing the 'Document' model."""
from dataclasses import dataclass, field
from typing import Any
from graphrag.data_model.named import Named
@dataclass
class Document(Named):
"""A protocol for a document in the system.... | 50 | 1,403 |
graphrag | packages/graphrag/graphrag/data_model/named.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A package containing the 'Named' protocol."""
from dataclasses import dataclass
from graphrag.data_model.identified import Identified
@dataclass
class Named(Identified):
"""A protocol for an item with a name/title."""
title: s... | 17 | 361 |
graphrag | packages/graphrag/graphrag/data_model/entity.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A package containing the 'Entity' model."""
from dataclasses import dataclass
from typing import Any
from graphrag.data_model.named import Named
@dataclass
class Entity(Named):
"""A protocol for an entity in the system."""
typ... | 70 | 2,455 |
graphrag | packages/graphrag/graphrag/api/prompt_tune.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""
Auto Templating API.
This API provides access to the auto templating feature of graphrag, allowing external applications
to hook into graphrag and generate prompts from private data.
WARNING: This API is under development and may underg... | 187 | 6,940 |
graphrag | packages/graphrag/graphrag/api/index.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""
Indexing API for GraphRAG.
WARNING: This API is under development and may undergo changes in future releases.
Backwards compatibility is not guaranteed at this time.
"""
import logging
from typing import Any
import pandas as pd
from g... | 99 | 3,615 |
graphrag | packages/graphrag/graphrag/api/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""API for GraphRAG.
WARNING: This API is under development and may undergo changes in future releases.
Backwards compatibility is not guaranteed at this time.
"""
from graphrag.api.index import build_index
from graphrag.api.prompt_tune imp... | 40 | 992 |
graphrag | packages/graphrag/graphrag/api/query.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""
Query Engine API.
This API provides access to the query engine of graphrag, allowing external applications
to hook into graphrag and run queries over a knowledge graph generated by graphrag.
Contains the following functions:
- global_s... | 547 | 20,270 |
graphrag | packages/graphrag/graphrag/utils/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Util functions for the GraphRAG package."""
| 5 | 125 |
graphrag | packages/graphrag/graphrag/utils/api.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""API functions for the GraphRAG module."""
from pathlib import Path
from graphrag_vectors import (
VectorStore,
VectorStoreConfig,
create_vector_store,
)
def get_embedding_store(
config: VectorStoreConfig,
embedding_... | 76 | 2,166 |
graphrag | packages/graphrag/graphrag/utils/cli.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""CLI functions for the GraphRAG module."""
import argparse
import json
from pathlib import Path
def file_exist(path):
"""Check for file existence."""
if not Path(path).is_file():
msg = f"File not found: {path}"
ra... | 55 | 1,493 |
graphrag | packages/graphrag/graphrag/callbacks/workflow_callbacks_manager.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing 'WorkflowCallbacksManager' model."""
from graphrag.callbacks.workflow_callbacks import WorkflowCallbacks
from graphrag.index.typing.pipeline_run_result import PipelineRunResult
from graphrag.logger.progress import Prog... | 59 | 2,332 |
graphrag | packages/graphrag/graphrag/callbacks/noop_workflow_callbacks.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A no-op implementation of WorkflowCallbacks."""
from graphrag.callbacks.workflow_callbacks import WorkflowCallbacks
from graphrag.index.typing.pipeline_run_result import PipelineRunResult
from graphrag.logger.progress import Progress
cl... | 31 | 1,229 |
graphrag | packages/graphrag/graphrag/callbacks/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A package containing callback implementations."""
| 5 | 131 |
graphrag | packages/graphrag/graphrag/callbacks/workflow_callbacks.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Collection of callbacks that can be used to monitor the workflow execution."""
from typing import Protocol
from graphrag.index.typing.pipeline_run_result import PipelineRunResult
from graphrag.logger.progress import Progress
class Work... | 42 | 1,390 |
graphrag | packages/graphrag/graphrag/callbacks/query_callbacks.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Query Callbacks."""
from typing import Any
from graphrag.callbacks.llm_callbacks import BaseLLMCallback
from graphrag.query.structured_search.base import SearchResult
class QueryCallbacks(BaseLLMCallback):
"""Callbacks used during ... | 34 | 1,094 |
graphrag | packages/graphrag/graphrag/callbacks/noop_query_callbacks.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""No-op Query Callbacks."""
from typing import Any
from graphrag.callbacks.query_callbacks import QueryCallbacks
from graphrag.query.structured_search.base import SearchResult
class NoopQueryCallbacks(QueryCallbacks):
"""A no-op impl... | 34 | 1,099 |
graphrag | packages/graphrag/graphrag/callbacks/console_workflow_callbacks.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A logger that emits updates from the indexing engine to the console."""
from graphrag.callbacks.noop_workflow_callbacks import NoopWorkflowCallbacks
from graphrag.index.typing.pipeline_run_result import PipelineRunResult
from graphrag.log... | 51 | 1,936 |
graphrag | packages/graphrag/graphrag/callbacks/llm_callbacks.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""LLM Callbacks."""
from typing import Protocol
class BaseLLMCallback(Protocol):
"""Base class for LLM callbacks."""
def on_llm_new_token(self, token: str):
"""Handle when a new token is generated."""
...
| 15 | 312 |
graphrag | packages/graphrag/graphrag/cli/prompt_tune.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""CLI implementation of the prompt-tune subcommand."""
import logging
from pathlib import Path
import graphrag.api as api
from graphrag.config.load_config import load_config
from graphrag.prompt_tune.generator.community_report_summarizatio... | 115 | 4,019 |
graphrag | packages/graphrag/graphrag/cli/main.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""CLI entrypoint."""
import os
import re
from collections.abc import Callable
from pathlib import Path
import typer
from graphrag.config.defaults import (
DEFAULT_COMPLETION_MODEL,
DEFAULT_EMBEDDING_MODEL,
graphrag_config_defa... | 482 | 13,839 |
graphrag | packages/graphrag/graphrag/cli/index.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""CLI implementation of the index subcommand."""
import asyncio
import logging
import sys
import warnings
from pathlib import Path
from graphrag_cache.cache_type import CacheType
import graphrag.api as api
from graphrag.callbacks.console_... | 136 | 3,280 |
graphrag | packages/graphrag/graphrag/cli/initialize.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""CLI implementation of the initialization subcommand."""
import logging
from pathlib import Path
from graphrag.config.defaults import graphrag_config_defaults
from graphrag.config.init_content import INIT_DOTENV, INIT_YAML
from graphrag.p... | 102 | 3,972 |
graphrag | packages/graphrag/graphrag/cli/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""CLI for GraphRAG."""
| 5 | 102 |
graphrag | packages/graphrag/graphrag/cli/query.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""CLI implementation of the query subcommand."""
import asyncio
import sys
from pathlib import Path
from typing import TYPE_CHECKING, Any
from graphrag_storage import create_storage
from graphrag_storage.tables.table_provider_factory impor... | 398 | 11,910 |
graphrag | packages/graphrag/graphrag/prompt_tune/types.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Types for prompt tuning."""
from enum import Enum
class DocSelectionType(str, Enum):
"""The type of document selection to use."""
ALL = "all"
RANDOM = "random"
TOP = "top"
AUTO = "auto"
def __str__(self):
... | 20 | 407 |
graphrag | packages/graphrag/graphrag/prompt_tune/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""The prompt-tuning package root."""
| 5 | 116 |
graphrag | packages/graphrag/graphrag/prompt_tune/defaults.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Default values for the prompt-tuning module.
Note: These values get accessed from the CLI to set default behavior.
To maintain fast responsiveness from the CLI, do not add long-running code in this file and be mindful of imports.
"""
DEF... | 21 | 604 |
graphrag | packages/graphrag/graphrag/prompt_tune/generator/community_report_summarization.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Module for generating prompts for community report summarization."""
from pathlib import Path
from graphrag.prompt_tune.template.community_report_summarization import (
COMMUNITY_REPORT_SUMMARIZATION_PROMPT,
)
COMMUNITY_SUMMARIZATIO... | 51 | 1,655 |
graphrag | packages/graphrag/graphrag/prompt_tune/generator/persona.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Persona generating module for fine-tuning GraphRAG prompts."""
from typing import TYPE_CHECKING
from graphrag.prompt_tune.defaults import DEFAULT_TASK
from graphrag.prompt_tune.prompt.persona import GENERATE_PERSONA_PROMPT
if TYPE_CHECK... | 35 | 1,115 |
graphrag | packages/graphrag/graphrag/prompt_tune/generator/language.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Language detection for GraphRAG prompts."""
from typing import TYPE_CHECKING
from graphrag.prompt_tune.prompt.language import DETECT_LANGUAGE_PROMPT
if TYPE_CHECKING:
from graphrag_llm.completion import LLMCompletion
from graphr... | 35 | 1,015 |
graphrag | packages/graphrag/graphrag/prompt_tune/generator/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Prompt generation module."""
| 5 | 110 |
graphrag | packages/graphrag/graphrag/prompt_tune/generator/entity_summarization_prompt.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Entity summarization prompt generation module."""
from pathlib import Path
from graphrag.prompt_tune.template.entity_summarization import (
ENTITY_SUMMARIZATION_PROMPT,
)
ENTITY_SUMMARIZATION_FILENAME = "summarize_descriptions.txt"
... | 40 | 1,176 |
graphrag | packages/graphrag/graphrag/prompt_tune/generator/domain.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Domain generation for GraphRAG prompts."""
from typing import TYPE_CHECKING
from graphrag.prompt_tune.prompt.domain import GENERATE_DOMAIN_PROMPT
if TYPE_CHECKING:
from graphrag_llm.completion import LLMCompletion
from graphrag_... | 35 | 1,029 |
graphrag | packages/graphrag/graphrag/prompt_tune/generator/community_reporter_role.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Generate a community reporter role for community summarization."""
from typing import TYPE_CHECKING
from graphrag.prompt_tune.prompt.community_reporter_role import (
GENERATE_COMMUNITY_REPORTER_ROLE_PROMPT,
)
if TYPE_CHECKING:
f... | 43 | 1,322 |
graphrag | packages/graphrag/graphrag/prompt_tune/generator/entity_types.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Entity type generation module for fine-tuning."""
from typing import TYPE_CHECKING
from graphrag_llm.utils import (
CompletionMessagesBuilder,
)
from pydantic import BaseModel
from graphrag.prompt_tune.defaults import DEFAULT_TASK
f... | 75 | 2,100 |
graphrag | packages/graphrag/graphrag/prompt_tune/generator/entity_relationship.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Entity relationship example generation module."""
import asyncio
from typing import TYPE_CHECKING
from graphrag_llm.utils import (
CompletionMessagesBuilder,
)
from graphrag.prompt_tune.prompt.entity_relationship import (
ENTITY... | 79 | 2,316 |
graphrag | packages/graphrag/graphrag/prompt_tune/generator/extract_graph_prompt.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Entity Extraction prompt generator module."""
from pathlib import Path
from graphrag_llm.tokenizer import Tokenizer
from graphrag.prompt_tune.template.extract_graph import (
EXAMPLE_EXTRACTION_TEMPLATE,
GRAPH_EXTRACTION_JSON_PRO... | 111 | 3,547 |
graphrag | packages/graphrag/graphrag/prompt_tune/generator/community_report_rating.py | .py | """Generate a rating description for community report rating."""
# Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
from typing import TYPE_CHECKING
from graphrag.prompt_tune.prompt.community_report_rating import (
GENERATE_REPORT_RATING_PROMPT,
)
if TYPE_CHECKING:
from graphrag_llm... | 42 | 1,319 |
graphrag | packages/graphrag/graphrag/prompt_tune/prompt/persona.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Fine-tuning prompts for persona generation."""
GENERATE_PERSONA_PROMPT = """
You are an intelligent assistant that helps a human to analyze the information in a text document.
Given a specific type of task and sample text, help the user b... | 14 | 618 |
graphrag | packages/graphrag/graphrag/prompt_tune/prompt/language.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Fine-tuning prompts for language detection."""
DETECT_LANGUAGE_PROMPT = """
You are an intelligent assistant that helps a human to analyze the information in a text document.
Given a sample text, help the user by determining what's the pr... | 13 | 501 |
graphrag | packages/graphrag/graphrag/prompt_tune/prompt/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Persona, entity type, relationships and domain generation prompts module."""
| 5 | 158 |
graphrag | packages/graphrag/graphrag/prompt_tune/prompt/domain.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Fine-tuning prompts for domain generation."""
GENERATE_DOMAIN_PROMPT = """
You are an intelligent assistant that helps a human to analyze the information in a text document.
Given a sample text, help the user by assigning a descriptive do... | 13 | 492 |
graphrag | packages/graphrag/graphrag/prompt_tune/prompt/community_reporter_role.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Fine-tuning prompts for community reporter role generation."""
GENERATE_COMMUNITY_REPORTER_ROLE_PROMPT = """
{persona}
Given a sample text, help the user by creating a role definition that will be tasked with community analysis.
Take a lo... | 21 | 1,001 |
graphrag | packages/graphrag/graphrag/prompt_tune/prompt/entity_types.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Fine-tuning prompts for entity types generation."""
ENTITY_TYPE_GENERATION_PROMPT = """
The goal is to study the connections and relations between the entity types and their features in order to understand all available information from t... | 90 | 5,378 |
graphrag | packages/graphrag/graphrag/prompt_tune/prompt/entity_relationship.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Fine-tuning prompts for entity relationship generation."""
ENTITY_RELATIONSHIPS_GENERATION_PROMPT = """
-Goal-
Given a text document that is potentially relevant to this activity and a list of entity types, identify all entities of those ... | 356 | 20,938 |
graphrag | packages/graphrag/graphrag/prompt_tune/prompt/community_report_rating.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Fine tuning prompts for Community Reports Rating."""
GENERATE_REPORT_RATING_PROMPT = """
You are a helpful agent tasked with rating the importance of a given text in the context of the provided domain and persona. Your goal is to provide... | 133 | 6,473 |
graphrag | packages/graphrag/graphrag/prompt_tune/loader/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Fine-tuning config and data loader module."""
| 5 | 127 |
graphrag | packages/graphrag/graphrag/prompt_tune/loader/input.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Input loading module."""
import dataclasses
import logging
from typing import Any
import numpy as np
import pandas as pd
from graphrag_chunking.chunker_factory import create_chunker
from graphrag_input import create_input_reader
from gra... | 108 | 3,758 |
graphrag | packages/graphrag/graphrag/prompt_tune/template/community_report_summarization.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Fine-tuning prompts for community report summarization."""
COMMUNITY_REPORT_SUMMARIZATION_PROMPT = """
{persona}
# Goal
Write a comprehensive assessment report of a community taking on the role of a {role}. The content of this report inc... | 106 | 6,230 |
graphrag | packages/graphrag/graphrag/prompt_tune/template/extract_graph.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Fine-tuning prompts for entity extraction."""
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 ... | 142 | 6,082 |
graphrag | packages/graphrag/graphrag/prompt_tune/template/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Fine-tuning prompts for entity extraction, entity summarization, and community report summarization."""
| 5 | 185 |
graphrag | packages/graphrag/graphrag/prompt_tune/template/entity_summarization.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Fine-tuning prompts for entity summarization."""
ENTITY_SUMMARIZATION_PROMPT = """
{persona}
Using your expertise, you're asked to generate a comprehensive summary of the data provided below.
Given one or two entities, and a list of descr... | 23 | 1,070 |
graphrag | packages/graphrag/graphrag/cache/cache_key_creator.py | .py | # Copyright (c) 2025 Microsoft Corporation.
# Licensed under the MIT License
"""Cache key creation for Graphrag."""
from typing import Any
from graphrag_llm.cache import create_cache_key
_CACHE_VERSION = 4
"""
If there's a breaking change in what we cache, we should increment this version number to invalidate exist... | 45 | 1,345 |
graphrag | packages/graphrag/graphrag/cache/__init__.py | .py | # Copyright (c) 2025 Microsoft Corporation.
# Licensed under the MIT License
"""Cache module."""
| 5 | 98 |
graphrag | tests/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Tests for the GraphRAG LLM module."""
| 6 | 120 |
graphrag | tests/conftest.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
def pytest_addoption(parser):
parser.addoption(
"--run_slow", action="store_true", default=False, help="run slow tests"
)
| 9 | 217 |
graphrag | tests/integration/storage/test_factory.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""StorageFactory Tests.
These tests will test the StorageFactory class and the creation of each storage type that is natively supported.
"""
import sys
import pytest
from graphrag_storage import (
Storage,
StorageConfig,
Storag... | 151 | 4,939 |
graphrag | tests/integration/storage/test_blob_storage.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Blob Storage Tests."""
import re
from datetime import datetime
from graphrag_storage.azure_blob_storage import AzureBlobStorage
# cspell:disable-next-line well-known-key
WELL_KNOWN_BLOB_STORAGE_KEY = "DefaultEndpointsProtocol=http;Accoun... | 90 | 3,321 |
graphrag | tests/integration/storage/test_file_storage.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Blob Storage Tests."""
import os
import re
from datetime import datetime
from pathlib import Path
from graphrag_storage.file_storage import (
FileStorage,
)
__dirname__ = os.path.dirname(__file__)
async def test_find():
storage... | 60 | 1,750 |
graphrag | tests/integration/storage/test_cosmosdb_storage.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""CosmosDB Storage Tests."""
import json
import re
import sys
from datetime import datetime
import pytest
from graphrag_storage.azure_cosmos_storage import AzureCosmosStorage
# cspell:disable-next-line well-known-key
WELL_KNOWN_COSMOS_CONN... | 130 | 4,305 |
graphrag | tests/integration/language_model/test_factory.py | .py | # Copyright (c) 2025 Microsoft Corporation.
# Licensed under the MIT License
"""LLMFactory Tests.
These tests will test the LLMFactory class and the creation of custom and provided LLMs.
"""
from typing import TYPE_CHECKING, Any, Unpack
from graphrag_llm.completion import (
LLMCompletion,
create_completion,... | 102 | 2,760 |
graphrag | tests/integration/language_model/utils.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""LiteLLM Test Utilities."""
def bin_time_intervals(
time_values: list[float], time_interval: int
) -> list[list[float]]:
"""Bin values."""
bins: list[list[float]] = []
bin_number = 0
for time_value in time_values:
... | 38 | 1,076 |
graphrag | tests/integration/language_model/test_rate_limiter.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Test LiteLLM Rate Limiter."""
import threading
import time
from math import ceil
from queue import Queue
from graphrag_llm.config import RateLimitConfig, RateLimitType
from graphrag_llm.rate_limit import RateLimiter, create_rate_limiter
... | 350 | 10,968 |
graphrag | tests/integration/language_model/test_retries.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Test LiteLLM Retries."""
import time
from typing import Any
import httpx
import litellm.exceptions as exceptions
import pytest
from graphrag_llm.config import RetryConfig, RetryType
from graphrag_llm.retry import create_retry
@pytest.m... | 244 | 6,351 |
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