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-llm/graphrag_llm/templating/file_template_manager.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""In-memory template manager implementation."""
from pathlib import Path
from typing import Any
from graphrag_llm.templating.template_manager import TemplateManager
class FileTemplateManager(TemplateManager):
"""Abstract base class f... | 77 | 2,578 |
graphrag | packages/graphrag-llm/graphrag_llm/templating/template_manager_factory.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Template manager factory implementation."""
from collections.abc import Callable
from typing import TYPE_CHECKING
from graphrag_common.factory import Factory
from graphrag_llm.config.template_engine_config import TemplateEngineConfig
fr... | 83 | 2,715 |
graphrag | packages/graphrag-llm/graphrag_llm/templating/jinja_template_engine.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Jinja template engine."""
from typing import TYPE_CHECKING, Any
from jinja2 import StrictUndefined, Template, UndefinedError
from graphrag_llm.templating.template_engine import TemplateEngine
if TYPE_CHECKING:
from graphrag_llm.tem... | 56 | 2,010 |
graphrag | packages/graphrag-llm/graphrag_llm/tokenizer/tokenizer_factory.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Tokenizer factory."""
from collections.abc import Callable
from typing import TYPE_CHECKING
from graphrag_common.factory import Factory
from graphrag_llm.config.types import TokenizerType
from graphrag_llm.tokenizer.tokenizer import Tok... | 90 | 2,605 |
graphrag | packages/graphrag-llm/graphrag_llm/tokenizer/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Tokenizer module."""
from graphrag_llm.tokenizer.tokenizer import Tokenizer
from graphrag_llm.tokenizer.tokenizer_factory import (
create_tokenizer,
register_tokenizer,
)
__all__ = [
"Tokenizer",
"create_tokenizer",
"... | 17 | 343 |
graphrag | packages/graphrag-llm/graphrag_llm/tokenizer/lite_llm_tokenizer.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""LiteLLM Tokenizer."""
from typing import Any
from litellm import decode, encode # type: ignore
from graphrag_llm.tokenizer.tokenizer import Tokenizer
class LiteLLMTokenizer(Tokenizer):
"""LiteLLM Tokenizer."""
_model_id: str... | 55 | 1,327 |
graphrag | packages/graphrag-llm/graphrag_llm/tokenizer/tokenizer.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Tokenizer Abstract Base Class."""
from abc import ABC, abstractmethod
from typing import TYPE_CHECKING, Any
if TYPE_CHECKING:
from graphrag_llm.types import LLMCompletionMessagesParam
class Tokenizer(ABC):
"""Tokenizer Abstract... | 112 | 3,426 |
graphrag | packages/graphrag-llm/graphrag_llm/tokenizer/tiktoken_tokenizer.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""LiteLLM Tokenizer."""
from typing import Any
import tiktoken
from graphrag_llm.tokenizer.tokenizer import Tokenizer
class TiktokenTokenizer(Tokenizer):
"""LiteLLM Tokenizer."""
_encoding_name: str
def __init__(self, *, e... | 56 | 1,345 |
graphrag | packages/graphrag-llm/graphrag_llm/retry/exceptions_to_skip.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""List of exception names to skip for retries."""
_default_exceptions_to_skip = [
"BadRequestError",
"UnsupportedParamsError",
"ContextWindowExceededError",
"ContentPolicyViolationError",
"ImageFetchError",
"InvalidR... | 23 | 579 |
graphrag | packages/graphrag-llm/graphrag_llm/retry/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Retry module for graphrag-llm."""
from graphrag_llm.retry.retry import Retry
from graphrag_llm.retry.retry_factory import create_retry, register_retry
__all__ = [
"Retry",
"create_retry",
"register_retry",
]
| 14 | 303 |
graphrag | packages/graphrag-llm/graphrag_llm/retry/retry_factory.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Retry factory."""
from collections.abc import Callable
from typing import TYPE_CHECKING
from graphrag_common.factory import Factory
from graphrag_llm.config.types import RetryType
from graphrag_llm.retry.retry import Retry
if TYPE_CHEC... | 87 | 2,338 |
graphrag | packages/graphrag-llm/graphrag_llm/retry/immediate_retry.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Native (immediate) retry implementation."""
from collections.abc import Awaitable, Callable
from typing import TYPE_CHECKING, Any
from graphrag_llm.retry.exceptions_to_skip import _default_exceptions_to_skip
from graphrag_llm.retry.retry... | 86 | 2,613 |
graphrag | packages/graphrag-llm/graphrag_llm/retry/retry.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Retry abstract base class."""
from abc import ABC, abstractmethod
from collections.abc import Awaitable, Callable
from typing import Any
class Retry(ABC):
"""Retry Abstract Base Class."""
@abstractmethod
def __init__(self, ... | 33 | 837 |
graphrag | packages/graphrag-llm/graphrag_llm/retry/exponential_retry.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Exponential backoff retry implementation."""
import asyncio
import random
import time
from collections.abc import Awaitable, Callable
from typing import TYPE_CHECKING, Any
from graphrag_llm.retry.exceptions_to_skip import _default_except... | 120 | 3,973 |
graphrag | packages/graphrag-llm/graphrag_llm/threading/completion_thread.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Completion Thread."""
import threading
from queue import Empty, Queue
from typing import TYPE_CHECKING
if TYPE_CHECKING:
from collections.abc import Iterator
from graphrag_llm.types import (
LLMCompletionArgs,
LL... | 92 | 2,849 |
graphrag | packages/graphrag-llm/graphrag_llm/threading/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Threading module."""
from graphrag_llm.threading.completion_thread_runner import completion_thread_runner
__all__ = [
"completion_thread_runner",
]
| 11 | 235 |
graphrag | packages/graphrag-llm/graphrag_llm/threading/embedding_thread_runner.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Embedding Thread Runner."""
import asyncio
import sys
import threading
import time
from collections.abc import Awaitable, Iterator
from contextlib import contextmanager
from queue import Empty, Queue
from typing import TYPE_CHECKING, Prot... | 217 | 6,584 |
graphrag | packages/graphrag-llm/graphrag_llm/threading/completion_thread_runner.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Completion Thread Runner."""
import asyncio
import sys
import threading
import time
from collections.abc import Awaitable, Iterator
from contextlib import contextmanager
from queue import Empty, Queue
from typing import TYPE_CHECKING, Pro... | 244 | 8,098 |
graphrag | packages/graphrag-llm/graphrag_llm/threading/embedding_thread.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Embedding Thread."""
import threading
from queue import Empty, Queue
from typing import TYPE_CHECKING
if TYPE_CHECKING:
from graphrag_llm.types import (
LLMEmbeddingArgs,
LLMEmbeddingFunction,
LLMEmbeddingResp... | 89 | 2,704 |
graphrag | packages/graphrag-llm/graphrag_llm/completion/completion.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Completion Abstract Base Class."""
from abc import ABC, abstractmethod
from contextlib import contextmanager
from typing import TYPE_CHECKING, Any, Unpack
from graphrag_llm.threading.completion_thread_runner import completion_thread_runn... | 266 | 10,278 |
graphrag | packages/graphrag-llm/graphrag_llm/completion/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Completion module for graphrag-llm."""
from graphrag_llm.completion.completion import LLMCompletion
from graphrag_llm.completion.completion_factory import (
create_completion,
register_completion,
)
__all__ = [
"LLMCompletion... | 17 | 377 |
graphrag | packages/graphrag-llm/graphrag_llm/completion/lite_llm_completion.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""LLMCompletion based on litellm."""
from collections.abc import AsyncIterator, Iterator
from typing import TYPE_CHECKING, Any, Unpack
import litellm
from azure.identity import DefaultAzureCredential, get_bearer_token_provider
from litellm... | 304 | 11,410 |
graphrag | packages/graphrag-llm/graphrag_llm/completion/completion_factory.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Completion factory."""
from collections.abc import Callable
from typing import TYPE_CHECKING, Any
from graphrag_common.factory import Factory
from graphrag_llm.cache import create_cache_key
from graphrag_llm.config.tokenizer_config impo... | 151 | 5,270 |
graphrag | packages/graphrag-llm/graphrag_llm/completion/mock_llm_completion.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Mock LLMCompletion."""
from typing import TYPE_CHECKING, Any, Unpack
import litellm
from graphrag_llm.completion.completion import LLMCompletion
from graphrag_llm.utils import (
create_completion_response,
structure_completion_r... | 131 | 4,445 |
graphrag | packages/graphrag-llm/graphrag_llm/config/types.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""GraphRAG LLM configuration types."""
from enum import StrEnum
class LLMProviderType(StrEnum):
"""Enum for LLM provider types."""
LiteLLM = "litellm"
MockLLM = "mock"
class AuthMethod(StrEnum):
"""Enum for authenticat... | 73 | 1,348 |
graphrag | packages/graphrag-llm/graphrag_llm/config/metrics_config.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Metrics configuration."""
from pydantic import BaseModel, ConfigDict, Field, model_validator
from graphrag_llm.config.types import (
MetricsProcessorType,
MetricsStoreType,
MetricsWriterType,
)
class MetricsConfig(BaseModel... | 58 | 1,828 |
graphrag | packages/graphrag-llm/graphrag_llm/config/retry_config.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Retry configuration."""
from pydantic import BaseModel, ConfigDict, Field, model_validator
from graphrag_llm.config.types import RetryType
class RetryConfig(BaseModel):
"""Configuration for retry behavior."""
model_config = Co... | 70 | 2,493 |
graphrag | packages/graphrag-llm/graphrag_llm/config/model_config.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Language model configuration."""
import logging
from typing import Any
from pydantic import BaseModel, ConfigDict, Field, model_validator
from graphrag_llm.config.metrics_config import MetricsConfig
from graphrag_llm.config.rate_limit_c... | 112 | 3,640 |
graphrag | packages/graphrag-llm/graphrag_llm/config/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Config module for graphrag-llm."""
from graphrag_llm.config.metrics_config import MetricsConfig
from graphrag_llm.config.model_config import ModelConfig
from graphrag_llm.config.rate_limit_config import RateLimitConfig
from graphrag_llm.c... | 43 | 1,129 |
graphrag | packages/graphrag-llm/graphrag_llm/config/template_engine_config.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Template engine configuration."""
from pydantic import BaseModel, ConfigDict, Field, model_validator
from graphrag_llm.config.types import (
TemplateEngineType,
TemplateManagerType,
)
class TemplateEngineConfig(BaseModel):
... | 70 | 2,310 |
graphrag | packages/graphrag-llm/graphrag_llm/config/rate_limit_config.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""RateLimit configuration."""
from pydantic import BaseModel, ConfigDict, Field, model_validator
from graphrag_llm.config.types import RateLimitType
class RateLimitConfig(BaseModel):
"""Configuration for rate limit behavior."""
... | 61 | 2,372 |
graphrag | packages/graphrag-llm/graphrag_llm/config/tokenizer_config.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Tokenizer model configuration."""
from pydantic import BaseModel, ConfigDict, Field, model_validator
from graphrag_llm.config.types import TokenizerType
class TokenizerConfig(BaseModel):
"""Configuration for a tokenizer."""
mo... | 52 | 1,823 |
graphrag | packages/graphrag-llm/graphrag_llm/model_cost_registry/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Model cost registry module."""
from graphrag_llm.model_cost_registry.model_cost_registry import (
ModelCosts,
model_cost_registry,
)
__all__ = ["ModelCosts", "model_cost_registry"]
| 12 | 272 |
graphrag | packages/graphrag-llm/graphrag_llm/model_cost_registry/model_cost_registry.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Model cost registry module."""
from typing import Any, ClassVar, TypedDict
from litellm import model_cost
from typing_extensions import Self
class ModelCosts(TypedDict):
"""Model costs."""
input_cost_per_token: float
outpu... | 66 | 1,747 |
graphrag | packages/graphrag-llm/graphrag_llm/metrics/metrics_aggregator.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Metrics aggregator module."""
from collections.abc import Callable
from typing import TYPE_CHECKING, Any, ClassVar
from typing_extensions import Self
if TYPE_CHECKING:
from graphrag_llm.types.types import Metrics
class MetricsAggr... | 143 | 4,845 |
graphrag | packages/graphrag-llm/graphrag_llm/metrics/metrics_writer_factory.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Metrics writer factory."""
from collections.abc import Callable
from typing import TYPE_CHECKING
from graphrag_common.factory import Factory
from graphrag_llm.config.types import MetricsWriterType
from graphrag_llm.metrics.metrics_writ... | 92 | 2,911 |
graphrag | packages/graphrag-llm/graphrag_llm/metrics/noop_metrics_store.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Noop metrics store."""
from typing import Any
from graphrag_llm.metrics.metrics_store import MetricsStore
from graphrag_llm.types import Metrics
class NoopMetricsStore(MetricsStore):
"""Noop store for metrics."""
def __init__(... | 42 | 887 |
graphrag | packages/graphrag-llm/graphrag_llm/metrics/default_metrics_processor.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Default Metrics Processor."""
from typing import TYPE_CHECKING, Any
from graphrag_llm.metrics.metrics_processor import MetricsProcessor
from graphrag_llm.model_cost_registry import model_cost_registry
from graphrag_llm.types import LLMCo... | 131 | 4,501 |
graphrag | packages/graphrag-llm/graphrag_llm/metrics/memory_metrics_store.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Default metrics store."""
import atexit
import threading
from typing import TYPE_CHECKING, Any
from graphrag_llm.metrics.metrics_aggregator import metrics_aggregator
from graphrag_llm.metrics.metrics_store import MetricsStore
if TYPE_CH... | 113 | 3,205 |
graphrag | packages/graphrag-llm/graphrag_llm/metrics/metrics_store_factory.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Metrics store factory."""
from collections.abc import Callable
from typing import TYPE_CHECKING, Any
from graphrag_common.factory import Factory
from graphrag_llm.config.types import MetricsStoreType
from graphrag_llm.metrics.metrics_st... | 92 | 2,791 |
graphrag | packages/graphrag-llm/graphrag_llm/metrics/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Metrics module for graphrag-llm."""
from graphrag_llm.metrics.metrics_aggregator import metrics_aggregator
from graphrag_llm.metrics.metrics_processor import MetricsProcessor
from graphrag_llm.metrics.metrics_processor_factory import (
... | 35 | 1,023 |
graphrag | packages/graphrag-llm/graphrag_llm/metrics/metrics_store.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Metrics Store."""
from abc import ABC, abstractmethod
from typing import TYPE_CHECKING, Any
if TYPE_CHECKING:
from graphrag_llm.metrics.metrics_writer import MetricsWriter
from graphrag_llm.types import Metrics
class MetricsSto... | 82 | 1,982 |
graphrag | packages/graphrag-llm/graphrag_llm/metrics/metrics_processor.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Metrics processor abstract base class."""
from abc import ABC, abstractmethod
from typing import TYPE_CHECKING, Any
if TYPE_CHECKING:
from collections.abc import AsyncIterator, Iterator
from graphrag_llm.config import ModelConfi... | 60 | 1,650 |
graphrag | packages/graphrag-llm/graphrag_llm/metrics/file_metrics_writer.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""File metrics writer implementation."""
import json
from collections.abc import Callable
from datetime import datetime, timezone
from pathlib import Path
from typing import TYPE_CHECKING, Any
from graphrag_llm.metrics.metrics_writer impor... | 38 | 1,231 |
graphrag | packages/graphrag-llm/graphrag_llm/metrics/log_metrics_writer.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Log metrics writer implementation."""
import json
import logging
from collections.abc import Callable
from typing import TYPE_CHECKING, Any
from graphrag_llm.metrics.metrics_writer import MetricsWriter
if TYPE_CHECKING:
from graphra... | 40 | 1,150 |
graphrag | packages/graphrag-llm/graphrag_llm/metrics/metrics_writer.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Metrics writer abstract base class."""
from abc import ABC, abstractmethod
from typing import TYPE_CHECKING, Any
if TYPE_CHECKING:
from graphrag_llm.types import Metrics
class MetricsWriter(ABC):
"""Abstract base class for metr... | 33 | 819 |
graphrag | packages/graphrag-llm/graphrag_llm/metrics/metrics_processor_factory.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Metrics processor factory."""
from collections.abc import Callable
from typing import TYPE_CHECKING
from graphrag_common.factory import Factory
from graphrag_llm.config.types import MetricsProcessorType
from graphrag_llm.metrics.metrics... | 80 | 2,464 |
graphrag | packages/graphrag-llm/graphrag_llm/utils/create_completion_response.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Create completion response."""
from graphrag_llm.types import (
LLMChoice,
LLMCompletionMessage,
LLMCompletionResponse,
LLMCompletionUsage,
)
def create_completion_response(response: str) -> LLMCompletionResponse:
""... | 46 | 1,102 |
graphrag | packages/graphrag-llm/graphrag_llm/utils/gather_completion_response.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Gather Completion Response Utility."""
from collections.abc import AsyncIterator, Iterator
from typing import TYPE_CHECKING
if TYPE_CHECKING:
from graphrag_llm.types import (
LLMCompletionChunk,
LLMCompletionResponse,... | 58 | 1,648 |
graphrag | packages/graphrag-llm/graphrag_llm/utils/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Utils module."""
from graphrag_llm.utils.completion_messages_builder import (
CompletionContentPartBuilder,
CompletionMessagesBuilder,
)
from graphrag_llm.utils.create_completion_response import (
create_completion_response,
)... | 41 | 1,138 |
graphrag | packages/graphrag-llm/graphrag_llm/utils/completion_messages_builder.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""ChatCompletionMessageParamBuilder class."""
from collections.abc import Iterable
from typing import TYPE_CHECKING, Literal
from openai.types.chat.chat_completion_assistant_message_param import (
ChatCompletionAssistantMessageParam,
)... | 329 | 9,687 |
graphrag | packages/graphrag-llm/graphrag_llm/utils/create_embedding_response.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Create embedding response utilities."""
from graphrag_llm.types import LLMEmbedding, LLMEmbeddingResponse, LLMEmbeddingUsage
def create_embedding_response(
embeddings: list[float], batch_size: int = 1
) -> LLMEmbeddingResponse:
... | 40 | 971 |
graphrag | packages/graphrag-llm/graphrag_llm/utils/function_tool_manager.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Function tool manager."""
import json
from collections.abc import Callable
from typing import TYPE_CHECKING, Any, Generic, TypeVar
from openai import pydantic_function_tool
from pydantic import BaseModel
from typing_extensions import Typ... | 139 | 4,123 |
graphrag | packages/graphrag-llm/graphrag_llm/utils/structure_response.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Structure response as pydantic base model."""
import json
from typing import Any, TypeVar
from pydantic import BaseModel
T = TypeVar("T", bound=BaseModel, covariant=True)
def structure_completion_response(response: str, model: type[T]... | 30 | 758 |
graphrag | packages/graphrag-llm/graphrag_llm/rate_limit/rate_limiter.py | .py | # Copyright (c) 2025 Microsoft Corporation.
# Licensed under the MIT License
"""LiteLLM Rate Limiter."""
from abc import ABC, abstractmethod
from collections.abc import Iterator
from contextlib import contextmanager
from typing import Any
class RateLimiter(ABC):
"""Abstract base class for rate limiters."""
... | 39 | 917 |
graphrag | packages/graphrag-llm/graphrag_llm/rate_limit/rate_limit_factory.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Rate limit factory."""
from collections.abc import Callable
from typing import TYPE_CHECKING
from graphrag_common.factory import Factory
from graphrag_llm.config import RateLimitType
from graphrag_llm.rate_limit.rate_limiter import Rate... | 85 | 2,469 |
graphrag | packages/graphrag-llm/graphrag_llm/rate_limit/sliding_window_rate_limiter.py | .py | # Copyright (c) 2025 Microsoft Corporation.
# Licensed under the MIT License
"""LiteLLM Static Rate Limiter."""
import threading
import time
from collections import deque
from collections.abc import Iterator
from contextlib import contextmanager
from typing import Any
from graphrag_llm.rate_limit.rate_limiter import... | 144 | 5,406 |
graphrag | packages/graphrag-llm/graphrag_llm/rate_limit/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Rate limit module for graphrag-llm."""
from graphrag_llm.rate_limit.rate_limit_factory import (
create_rate_limiter,
register_rate_limiter,
)
from graphrag_llm.rate_limit.rate_limiter import RateLimiter
__all__ = [
"RateLimit... | 17 | 383 |
graphrag | packages/graphrag-llm/graphrag_llm/middleware/with_metrics.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Metrics middleware to process metrics using a MetricsProcessor."""
import time
from typing import TYPE_CHECKING, Any
if TYPE_CHECKING:
from graphrag_llm.config import ModelConfig
from graphrag_llm.metrics import MetricsProcessor
... | 99 | 3,040 |
graphrag | packages/graphrag-llm/graphrag_llm/middleware/with_cache.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Cache middleware."""
import asyncio
from typing import TYPE_CHECKING, Any, Literal
from graphrag_llm.types import LLMCompletionResponse, LLMEmbeddingResponse
if TYPE_CHECKING:
from graphrag_cache import Cache, CacheKeyCreator
f... | 155 | 5,473 |
graphrag | packages/graphrag-llm/graphrag_llm/middleware/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Middleware."""
from graphrag_llm.middleware.with_cache import with_cache
from graphrag_llm.middleware.with_errors_for_testing import with_errors_for_testing
from graphrag_llm.middleware.with_logging import with_logging
from graphrag_llm.m... | 25 | 867 |
graphrag | packages/graphrag-llm/graphrag_llm/middleware/with_errors_for_testing.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Error testing middleware."""
import asyncio
import random
import time
from typing import TYPE_CHECKING, Any
import litellm.exceptions as exceptions
if TYPE_CHECKING:
from graphrag_llm.types import (
AsyncLLMFunction,
... | 84 | 2,604 |
graphrag | packages/graphrag-llm/graphrag_llm/middleware/with_retries.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Retry middleware."""
from typing import TYPE_CHECKING, Any
if TYPE_CHECKING:
from graphrag_llm.retry import Retry
from graphrag_llm.types import (
AsyncLLMFunction,
LLMFunction,
)
def with_retries(
*,
... | 61 | 1,552 |
graphrag | packages/graphrag-llm/graphrag_llm/middleware/with_rate_limiting.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Rate limit middleware."""
from typing import TYPE_CHECKING, Any
if TYPE_CHECKING:
from graphrag_llm.rate_limit import RateLimiter
from graphrag_llm.tokenizer import Tokenizer
from graphrag_llm.types import (
AsyncLLMF... | 80 | 2,592 |
graphrag | packages/graphrag-llm/graphrag_llm/middleware/with_logging.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Request count middleware."""
import logging
from typing import TYPE_CHECKING, Any
if TYPE_CHECKING:
from graphrag_llm.types import (
AsyncLLMFunction,
LLMFunction,
Metrics,
)
logger = logging.getLogger(__... | 74 | 2,181 |
graphrag | packages/graphrag-llm/graphrag_llm/middleware/with_request_count.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Request count middleware."""
from typing import TYPE_CHECKING, Any
if TYPE_CHECKING:
from graphrag_llm.types import (
AsyncLLMFunction,
LLMFunction,
Metrics,
)
def with_request_count(
*,
sync_mid... | 82 | 2,537 |
graphrag | packages/graphrag-llm/graphrag_llm/middleware/with_middleware_pipeline.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Wraps model functions in middleware pipeline."""
from typing import TYPE_CHECKING, Literal
from graphrag_llm.middleware.with_cache import with_cache
from graphrag_llm.middleware.with_errors_for_testing import with_errors_for_testing
from... | 155 | 5,941 |
graphrag | packages/graphrag-llm/graphrag_llm/types/types.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Types for graphrag-llm."""
from collections.abc import AsyncIterator, Awaitable, Iterator, Sequence
from typing import (
Any,
Generic,
Literal,
Protocol,
Required,
TypeVar,
Unpack,
runtime_checkable,
)
fro... | 269 | 8,122 |
graphrag | packages/graphrag-llm/graphrag_llm/types/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Types module for graphrag-llm."""
from graphrag_llm.types.types import (
AsyncLLMCompletionFunction,
AsyncLLMEmbeddingFunction,
AsyncLLMFunction,
LLMChoice,
LLMChoiceChunk,
LLMChoiceDelta,
LLMCompletionArgs,
... | 59 | 1,388 |
graphrag | packages/graphrag-llm/graphrag_llm/embedding/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""LLMEmbedding module for graphrag_llm."""
from graphrag_llm.embedding.embedding import LLMEmbedding
from graphrag_llm.embedding.embedding_factory import (
create_embedding,
register_embedding,
)
__all__ = [
"LLMEmbedding",
... | 17 | 369 |
graphrag | packages/graphrag-llm/graphrag_llm/embedding/embedding_factory.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Embedding factory."""
from collections.abc import Callable
from typing import TYPE_CHECKING, Any
from graphrag_common.factory import Factory
from graphrag_llm.cache import create_cache_key
from graphrag_llm.config.tokenizer_config impor... | 151 | 5,198 |
graphrag | packages/graphrag-llm/graphrag_llm/embedding/lite_llm_embedding.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""LLMEmbedding based on litellm."""
from typing import TYPE_CHECKING, Any, Unpack
import litellm
from azure.identity import DefaultAzureCredential, get_bearer_token_provider
from graphrag_llm.config.types import AuthMethod
from graphrag_l... | 199 | 7,338 |
graphrag | packages/graphrag-llm/graphrag_llm/embedding/embedding.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Completion Abstract Base Class."""
from abc import ABC, abstractmethod
from contextlib import contextmanager
from typing import TYPE_CHECKING, Any, Unpack
from graphrag_llm.threading.embedding_thread_runner import embedding_thread_runner... | 192 | 6,639 |
graphrag | packages/graphrag-llm/graphrag_llm/embedding/mock_llm_embedding.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""MockLLMEmbedding."""
from typing import TYPE_CHECKING, Any, Unpack
import litellm
from graphrag_llm.embedding.embedding import LLMEmbedding
from graphrag_llm.utils import create_embedding_response
if TYPE_CHECKING:
from graphrag_ll... | 82 | 2,373 |
graphrag | packages/graphrag-llm/graphrag_llm/cache/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Cache module."""
from graphrag_llm.cache.create_cache_key import create_cache_key
__all__ = [
"create_cache_key",
]
| 11 | 203 |
graphrag | packages/graphrag-llm/graphrag_llm/cache/create_cache_key.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Create cache key."""
from typing import Any
from graphrag_cache import create_cache_key as default_create_cache_key
_CACHE_VERSION = 4
"""
If there's a breaking change in what we cache, we should increment this version number to invalid... | 72 | 2,013 |
graphrag | packages/graphrag-input/graphrag_input/input_reader_factory.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing 'InputReaderFactory' model."""
import logging
from collections.abc import Callable
from graphrag_common.factory import Factory
from graphrag_common.factory.factory import ServiceScope
from graphrag_storage.storage imp... | 95 | 3,230 |
graphrag | packages/graphrag-input/graphrag_input/json.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing 'JSONFileReader' model."""
import json
import logging
from graphrag_input.structured_file_reader import StructuredFileReader
from graphrag_input.text_document import TextDocument
logger = logging.getLogger(__name__)
... | 39 | 1,236 |
graphrag | packages/graphrag-input/graphrag_input/get_property.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Utility for retrieving properties from nested dictionaries."""
from typing import Any
def get_property(data: dict[str, Any], path: str) -> Any:
"""Retrieve a property from a dictionary using dot notation.
Parameters
-------... | 37 | 945 |
graphrag | packages/graphrag-input/graphrag_input/markitdown.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing 'TextFileReader' model."""
import logging
from io import BytesIO
from pathlib import Path
from markitdown import MarkItDown, StreamInfo
from graphrag_input.hashing import gen_sha512_hash
from graphrag_input.input_rea... | 50 | 1,506 |
graphrag | packages/graphrag-input/graphrag_input/parquet.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing 'ParquetFileReader' model."""
import io
import logging
import pyarrow.parquet as pq
from graphrag_input.structured_file_reader import StructuredFileReader
from graphrag_input.text_document import TextDocument
logger... | 40 | 1,186 |
graphrag | packages/graphrag-input/graphrag_input/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""GraphRAG input document loading package."""
from graphrag_input.get_property import get_property
from graphrag_input.input_config import InputConfig
from graphrag_input.input_reader import InputReader
from graphrag_input.input_reader_fact... | 21 | 590 |
graphrag | packages/graphrag-input/graphrag_input/input_type.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing input file type enum."""
from enum import StrEnum
class InputType(StrEnum):
"""The input file type for the pipeline."""
Csv = "csv"
"""The CSV input type."""
Text = "text"
"""The text input type.... | 28 | 660 |
graphrag | packages/graphrag-input/graphrag_input/jsonl.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing 'JSONLinesFileReader' model."""
import json
import logging
from graphrag_input.structured_file_reader import StructuredFileReader
from graphrag_input.text_document import TextDocument
logger = logging.getLogger(__nam... | 62 | 1,927 |
graphrag | packages/graphrag-input/graphrag_input/input_reader.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing 'InputReader' model."""
from __future__ import annotations
import logging
import re
from abc import ABCMeta, abstractmethod
from typing import TYPE_CHECKING
if TYPE_CHECKING:
from collections.abc import AsyncIter... | 88 | 2,584 |
graphrag | packages/graphrag-input/graphrag_input/csv.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing 'CSVFileReader' model."""
import csv
import io
import logging
import sys
from graphrag_input.structured_file_reader import StructuredFileReader
from graphrag_input.text_document import TextDocument
logger = logging.g... | 46 | 1,265 |
graphrag | packages/graphrag-input/graphrag_input/text.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing 'TextFileReader' model."""
import logging
from pathlib import Path
from graphrag_input.hashing import gen_sha512_hash
from graphrag_input.input_reader import InputReader
from graphrag_input.text_document import TextDo... | 44 | 1,324 |
graphrag | packages/graphrag-input/graphrag_input/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]) -> str:
"""Generate a SHA512 hash.
Parameters
-... | 28 | 713 |
graphrag | packages/graphrag-input/graphrag_input/text_document.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""TextDocument dataclass."""
import logging
from dataclasses import dataclass
from typing import Any
from graphrag_input.get_property import get_property
logger = logging.getLogger(__name__)
@dataclass
class TextDocument:
"""The Tex... | 60 | 1,976 |
graphrag | packages/graphrag-input/graphrag_input/structured_file_reader.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""A module containing 'StructuredFileReader' model."""
import logging
from typing import Any
from graphrag_input.get_property import get_property
from graphrag_input.hashing import gen_sha512_hash
from graphrag_input.input_reader import In... | 66 | 2,161 |
graphrag | packages/graphrag-input/graphrag_input/input_config.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Parameterization settings for the default configuration."""
from pydantic import BaseModel, ConfigDict, Field
from graphrag_input.input_type import InputType
class InputConfig(BaseModel):
"""The default configuration section for In... | 41 | 1,147 |
graphrag | packages/graphrag-storage/graphrag_storage/storage_factory.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Storage factory implementation."""
from collections.abc import Callable
from graphrag_common.factory import Factory, ServiceScope
from graphrag_storage.storage import Storage
from graphrag_storage.storage_config import StorageConfig
fr... | 79 | 2,486 |
graphrag | packages/graphrag-storage/graphrag_storage/memory_storage.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""In-memory storage implementation."""
import re
from collections.abc import Iterator
from typing import TYPE_CHECKING, Any
from graphrag_storage.file_storage import FileStorage
if TYPE_CHECKING:
from graphrag_storage.storage import S... | 103 | 2,757 |
graphrag | packages/graphrag-storage/graphrag_storage/file_storage.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""File-based Storage implementation of Storage."""
import logging
import os
import re
import shutil
from collections.abc import Iterator
from datetime import datetime, timezone
from pathlib import Path
from typing import Any, cast
import a... | 155 | 5,037 |
graphrag | packages/graphrag-storage/graphrag_storage/storage.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Abstract base class for storage."""
import re
from abc import ABC, abstractmethod
from collections.abc import Iterator
from datetime import datetime
from typing import Any
class Storage(ABC):
"""Provide a storage interface."""
... | 142 | 3,476 |
graphrag | packages/graphrag-storage/graphrag_storage/azure_cosmos_storage.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Azure CosmosDB key-value Storage implementation.
This module provides a simple key-value store on top of Cosmos DB for
non-tabular data: pipeline state (context.json, stats.json), GraphML
snapshots, and LLM cache entries.
Tabular data (D... | 325 | 11,935 |
graphrag | packages/graphrag-storage/graphrag_storage/storage_type.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Builtin storage implementation types."""
from enum import StrEnum
class StorageType(StrEnum):
"""Enum for storage types."""
File = "file"
Memory = "memory"
AzureBlob = "blob"
AzureCosmos = "cosmosdb"
| 17 | 306 |
graphrag | packages/graphrag-storage/graphrag_storage/__init__.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""The GraphRAG Storage package."""
from graphrag_storage.storage import Storage
from graphrag_storage.storage_config import StorageConfig
from graphrag_storage.storage_factory import (
create_storage,
register_storage,
)
from graphr... | 23 | 550 |
graphrag | packages/graphrag-storage/graphrag_storage/azure_blob_storage.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Azure Blob Storage implementation of Storage."""
import logging
import re
from collections.abc import Iterator
from pathlib import Path
from typing import Any
from azure.identity import DefaultAzureCredential
from azure.storage.blob impo... | 279 | 10,037 |
graphrag | packages/graphrag-storage/graphrag_storage/storage_config.py | .py | # Copyright (c) 2024 Microsoft Corporation.
# Licensed under the MIT License
"""Storage configuration model."""
from pydantic import BaseModel, ConfigDict, Field
from graphrag_storage.storage_type import StorageType
class StorageConfig(BaseModel):
"""The default configuration section for storage."""
model... | 49 | 1,427 |
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