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 |
|---|---|---|---|---|---|
onyx | backend/onyx/llm/cost.py | .py | """LLM cost calculation utilities."""
from pydantic import BaseModel
from sqlalchemy.orm import Session
from onyx.configs.app_configs import (
DEFAULT_IMAGE_COST_CENTS,
DEFAULT_LLM_INPUT_COST_PER_MTOK,
DEFAULT_LLM_OUTPUT_COST_PER_MTOK,
)
from onyx.llm import cost_overrides
from onyx.tracing.flows import I... | 211 | 7,741 |
onyx | backend/onyx/llm/request_context.py | .py | import contextvars
_LLM_MOCK_RESPONSE_CONTEXTVAR: contextvars.ContextVar[str | None] = (
contextvars.ContextVar("llm_mock_response", default=None)
)
def get_llm_mock_response() -> str | None:
return _LLM_MOCK_RESPONSE_CONTEXTVAR.get()
def set_llm_mock_response(mock_response: str | None) -> contextvars.Toke... | 23 | 746 |
onyx | backend/onyx/llm/api_surfaces.py | .py | """Wire protocols ("API surfaces") that provider endpoints speak.
Routing depends on the surface rather than the provider: which LiteLLM provider
to impersonate, whether to coerce the base URL to `/v1`, and how to address the
model. A gateway can expose several surfaces, with the admin picking one.
"""
from enum impo... | 82 | 3,192 |
onyx | backend/onyx/llm/factory.py | .py | from collections.abc import Callable
from typing import Any
from sqlalchemy.orm import Session
from onyx.auth.schemas import UserRole
from onyx.configs.model_configs import GEN_AI_TEMPERATURE
from onyx.db.engine.sql_engine import get_session_with_current_tenant
from onyx.db.enums import LLMModelFlowType
from onyx.db.... | 502 | 17,940 |
onyx | backend/onyx/llm/interfaces.py | .py | import abc
from collections.abc import Callable, Iterator
from typing import Any
from pydantic import BaseModel
from onyx.llm.model_response import ModelResponse, ModelResponseStream
from onyx.llm.models import (
LanguageModelInput,
ReasoningEffort,
ToolChoice,
ToolChoiceOptions, # noqa: F401 # re-e... | 112 | 3,778 |
onyx | backend/onyx/llm/model_response.py | .py | from __future__ import annotations
from typing import TYPE_CHECKING, Any, List
from pydantic import BaseModel, Field
from onyx.llm.models import AnyThinkingBlock, RedactedThinkingBlock, ThinkingBlock
from onyx.utils.logger import setup_logger
logger = setup_logger()
class FunctionCall(BaseModel):
arguments: s... | 278 | 8,824 |
onyx | backend/onyx/llm/litellm_singleton/monkey_patches.py | .py | """
LiteLLM Monkey Patches
This module addresses the following issues in LiteLLM:
Status checked against LiteLLM v1.93.0 (2026-07-20):
1. Ollama Streaming Reasoning Content (_patch_ollama_chunk_parser):
- LiteLLM's chunk_parser doesn't properly handle reasoning content in streaming
responses from Ollama
-... | 718 | 31,273 |
onyx | backend/onyx/llm/litellm_singleton/__init__.py | .py | """
Singleton module for litellm configuration.
This ensures litellm is configured exactly once when first imported.
All other modules should import litellm from here instead of directly.
"""
import litellm
from .config import initialize_litellm
from .monkey_patches import apply_monkey_patches
initialize_litellm()
a... | 17 | 414 |
onyx | backend/onyx/llm/litellm_singleton/config.py | .py | import json
from pathlib import Path
import litellm
from onyx.utils.logger import remove_litellm_native_log_handlers, setup_logger
logger = setup_logger()
def configure_litellm_settings() -> None:
# If a user configures a different model and it doesn't support all the same
# parameters like frequency and p... | 166 | 8,978 |
onyx | backend/onyx/llm/well_known_providers/models.py | .py | from enum import Enum
from pydantic import BaseModel, Field
from onyx.server.manage.llm.models import ModelConfigurationView
class CustomConfigKeyType(str, Enum):
# used for configuration values that require manual input
# i.e., textual API keys (e.g., "abcd1234")
TEXT_INPUT = "text_input"
# used f... | 32 | 982 |
onyx | backend/onyx/llm/well_known_providers/auto_update_models.py | .py | """Pydantic models for GitHub-hosted Auto LLM configuration."""
from datetime import datetime
from typing import Any
from pydantic import BaseModel, field_validator
from onyx.llm.well_known_providers.models import SimpleKnownModel
class LLMProviderRecommendation(BaseModel):
"""Configuration for a single provid... | 61 | 2,235 |
onyx | backend/onyx/llm/well_known_providers/constants.py | .py | from onyx.llm.constants import LlmProviderNames
OPENAI_PROVIDER_NAME = "openai"
BEDROCK_PROVIDER_NAME = "bedrock"
OLLAMA_PROVIDER_NAME = "ollama_chat"
LM_STUDIO_PROVIDER_NAME = "lm_studio"
LM_STUDIO_API_KEY_CONFIG_KEY = "LM_STUDIO_API_KEY"
LITELLM_PROXY_PROVIDER_NAME = "litellm_proxy"
BIFROST_PROVIDER_NAME = "bi... | 71 | 2,523 |
onyx | backend/onyx/llm/well_known_providers/auto_update_service.py | .py | """Service for fetching and syncing LLM model configurations from GitHub.
This service manages Auto mode LLM providers, where models and configuration
are managed centrally via a GitHub-hosted JSON file. In Auto mode:
- Model list is controlled by GitHub config
- Model visibility is controlled by GitHub config
- Defau... | 151 | 4,847 |
onyx | backend/onyx/llm/well_known_providers/llm_provider_options.py | .py | import json
import pathlib
import threading
import time
from onyx.llm.constants import (
PROVIDER_DISPLAY_NAMES,
WELL_KNOWN_PROVIDER_NAMES,
LlmProviderNames,
)
from onyx.llm.model_capabilities import get_max_input_tokens
from onyx.llm.utils import model_supports_image_input
from onyx.llm.well_known_provide... | 378 | 13,737 |
onyx | backend/onyx/llm/prompt_cache/utils.py | .py | # pyright: reportMissingTypeStubs=false
"""Utility functions for prompt caching."""
import json
from collections.abc import Callable, Sequence
from typing import Any
from onyx.llm.models import ChatCompletionMessage, LanguageModelInput
from onyx.utils.logger import setup_logger
logger = setup_logger()
def combine_... | 120 | 4,203 |
onyx | backend/onyx/llm/prompt_cache/models.py | .py | """Interfaces and data structures for prompt caching."""
from datetime import datetime
from pydantic import BaseModel
class CacheMetadata(BaseModel):
"""Metadata for cached prompt prefixes."""
cache_key: str
provider: str
model_name: str
tenant_id: str
created_at: datetime
last_accessed... | 21 | 551 |
onyx | backend/onyx/llm/prompt_cache/cache_manager.py | .py | """Cache manager for storing and retrieving prompt cache metadata."""
import hashlib
import json
from datetime import datetime, timezone
from onyx.configs.model_configs import PROMPT_CACHE_REDIS_TTL_MULTIPLIER
from onyx.key_value_store.store import PgRedisKVStore
from onyx.llm.interfaces import LanguageModelInput
fro... | 230 | 7,899 |
onyx | backend/onyx/llm/prompt_cache/__init__.py | .py | """Prompt caching framework for LLM providers.
This module provides a framework for enabling prompt caching across different
LLM providers. It supports both implicit caching (automatic provider-side caching)
and explicit caching (with cache metadata management).
"""
from onyx.llm.prompt_cache.cache_manager import Cac... | 36 | 1,466 |
onyx | backend/onyx/llm/prompt_cache/processor.py | .py | """Main processor for prompt caching."""
from datetime import datetime, timezone
from onyx.configs.model_configs import ENABLE_PROMPT_CACHING
from onyx.llm.interfaces import LLMConfig
from onyx.llm.models import LanguageModelInput
from onyx.llm.prompt_cache.cache_manager import generate_cache_key_hash
from onyx.llm.p... | 153 | 6,047 |
onyx | backend/onyx/llm/prompt_cache/providers/openai.py | .py | """OpenAI provider adapter for prompt caching."""
from onyx.llm.interfaces import LanguageModelInput
from onyx.llm.prompt_cache.models import CacheMetadata
from onyx.llm.prompt_cache.providers.base import PromptCacheProvider
from onyx.llm.prompt_cache.utils import prepare_messages_with_cacheable_transform
class Open... | 70 | 2,587 |
onyx | backend/onyx/llm/prompt_cache/providers/__init__.py | .py | """Provider adapters for prompt caching."""
from onyx.llm.prompt_cache.providers.anthropic import AnthropicPromptCacheProvider
from onyx.llm.prompt_cache.providers.base import PromptCacheProvider
from onyx.llm.prompt_cache.providers.factory import get_provider_adapter
from onyx.llm.prompt_cache.providers.noop import N... | 18 | 704 |
onyx | backend/onyx/llm/prompt_cache/providers/anthropic.py | .py | """Anthropic provider adapter for prompt caching."""
from collections.abc import Sequence
from onyx.llm.interfaces import LanguageModelInput
from onyx.llm.models import ChatCompletionMessage
from onyx.llm.prompt_cache.models import CacheMetadata
from onyx.llm.prompt_cache.providers.base import PromptCacheProvider
fro... | 98 | 3,580 |
onyx | backend/onyx/llm/prompt_cache/providers/factory.py | .py | """Factory for creating provider-specific prompt cache adapters."""
import logging
from onyx.llm.constants import LlmProviderNames
from onyx.llm.interfaces import LLMConfig
from onyx.llm.prompt_cache.providers.anthropic import AnthropicPromptCacheProvider
from onyx.llm.prompt_cache.providers.base import PromptCachePr... | 74 | 3,282 |
onyx | backend/onyx/llm/prompt_cache/providers/vertex.py | .py | """Vertex AI provider adapter for prompt caching."""
from collections.abc import Sequence
from onyx.llm.interfaces import LanguageModelInput
from onyx.llm.models import ChatCompletionMessage
from onyx.llm.prompt_cache.models import CacheMetadata
from onyx.llm.prompt_cache.providers.base import PromptCacheProvider
fro... | 128 | 5,199 |
onyx | backend/onyx/llm/prompt_cache/providers/base.py | .py | """Base interface for provider-specific prompt caching adapters."""
from abc import ABC, abstractmethod
from onyx.llm.interfaces import LanguageModelInput
from onyx.llm.prompt_cache.models import CacheMetadata
class PromptCacheProvider(ABC):
"""Abstract base class for provider-specific prompt caching logic."""
... | 70 | 2,285 |
onyx | backend/onyx/llm/prompt_cache/providers/noop.py | .py | """No-op provider adapter for providers without caching support."""
from onyx.llm.models import LanguageModelInput
from onyx.llm.prompt_cache.models import CacheMetadata
from onyx.llm.prompt_cache.providers.base import PromptCacheProvider
from onyx.llm.prompt_cache.utils import prepare_messages_with_cacheable_transfor... | 54 | 2,004 |
onyx | backend/onyx/tools/utils.py | .py | import json
from collections.abc import Callable
from typing import Any
from sqlalchemy.orm import Session
from onyx.configs.app_configs import AZURE_IMAGE_API_KEY
from onyx.db.connector import check_connectors_exist
from onyx.db.document import check_docs_exist
from onyx.db.models import LLMProvider
from onyx.llm.co... | 73 | 2,190 |
onyx | backend/onyx/tools/built_in_tools.py | .py | from typing import Type, Union
from onyx.tools.tool_implementations.coding_agent.coding_agent_tool import (
CodingAgentTool,
)
from onyx.tools.tool_implementations.file_reader.file_reader_tool import FileReaderTool
from onyx.tools.tool_implementations.images.image_generation_tool import (
ImageGenerationTool,
... | 81 | 2,675 |
onyx | backend/onyx/tools/models.py | .py | from __future__ import annotations
import json
from enum import Enum
from typing import Any, Callable, Literal
from uuid import UUID
from pydantic import BaseModel, ConfigDict, model_validator
from onyx.chat.emitter import Emitter
from onyx.configs.chat_configs import MAX_CHUNKS_FED_TO_CHAT, NUM_RETURNED_HITS
from o... | 340 | 11,124 |
onyx | backend/onyx/tools/constants.py | .py | """Tool name and ID constants matching frontend definitions."""
# Tool names as referenced by tool results / tool calls
SEARCH_TOOL_NAME = "run_search"
INTERNET_SEARCH_TOOL_NAME = "run_internet_search"
IMAGE_GENERATION_TOOL_NAME = "run_image_generation"
PYTHON_TOOL_NAME = "run_python"
OPEN_URL_TOOL_NAME = "open_url"
... | 22 | 804 |
onyx | backend/onyx/tools/tool_constructor.py | .py | from collections import Counter
from collections.abc import Sequence
from typing import cast
from uuid import UUID
from pydantic import BaseModel
from sqlalchemy.orm import Session
from onyx.auth.oauth_token_manager import OAuthTokenManager
from onyx.chat.emitter import Emitter
from onyx.configs.app_configs import DI... | 538 | 22,481 |
onyx | backend/onyx/tools/tool_runner.py | .py | import traceback
from collections import defaultdict
from typing import Any
import onyx.tracing.framework._error_tracing as _error_tracing
from onyx.chat.models import ChatMessageSimple
from onyx.configs.constants import MessageType
from onyx.context.search.models import SearchDocsResponse
from onyx.db.memory import U... | 454 | 18,557 |
onyx | backend/onyx/tools/tool_name.py | .py | import re
# Bedrock rejects toolUse.name values that don't match [a-zA-Z0-9_-]+, and
# OpenAI imposes the same constraint on function names. User-supplied Tool.name
# and OpenAPI operationId can contain spaces, dots, etc.
_INVALID_TOOL_NAME_CHARS = re.compile(r"[^a-zA-Z0-9_-]")
def sanitize_tool_name(name: str) -> s... | 11 | 375 |
onyx | backend/onyx/tools/interface.py | .py | from __future__ import annotations
import abc
from typing import Any, Generic, TypeVar
from sqlalchemy.orm import Session
from onyx.chat.emitter import Emitter
from onyx.server.query_and_chat.placement import Placement
from onyx.tools.models import ToolResponse
TOverride = TypeVar("TOverride")
class Tool(abc.ABC,... | 96 | 2,879 |
onyx | backend/onyx/tools/fake_tools/research_agent.py | .py | import queue
import time
from collections.abc import Callable
from typing import Any, cast
from onyx.chat.chat_state import ChatStateContainer
from onyx.chat.chat_utils import create_tool_call_failure_messages
from onyx.chat.citation_processor import (
CitationMapping,
CitationMode,
DynamicCitationProcesso... | 818 | 36,142 |
onyx | backend/onyx/tools/fake_tools/coding_agent.py | .py | import time
from collections.abc import Iterator
from contextlib import contextmanager
from typing import Callable
from onyx.chat.emitter import Emitter
from onyx.chat.llm_loop import construct_message_history
from onyx.chat.llm_step import run_llm_step_pkt_generator
from onyx.chat.models import ChatMessageSimple, Too... | 521 | 21,466 |
onyx | backend/onyx/tools/tool_implementations/utils.py | .py | import json
from onyx.context.search.models import InferenceSection
from onyx.context.search.utils import sandbox_filename_for_document
from onyx.utils.logger import setup_logger
logger = setup_logger()
def truncate_output(output: str, max_length: int, label: str = "output") -> str:
"""Truncate to ``max_length`... | 126 | 4,606 |
onyx | backend/onyx/tools/tool_implementations/search_like_tool_utils.py | .py | from onyx.connectors.models import Document, IndexingDocument, Section
FINAL_CONTEXT_DOCUMENTS_ID = "final_context_documents"
FINAL_SEARCH_QUERIES_ID = "final_search_queries"
SEARCH_INFERENCE_SECTIONS_ID = "search_inference_sections"
def documents_to_indexing_documents(
documents: list[Document],
) -> list[Index... | 29 | 940 |
onyx | backend/onyx/tools/tool_implementations/open_url/utils.py | .py | from onyx.tools.tool_implementations.open_url.models import WebContent
def filter_web_contents_with_no_title_or_content(
contents: list[WebContent],
) -> list[WebContent]:
"""Filter out content entries that have neither a title nor any extracted text.
Some content providers can return placeholder/partial... | 18 | 694 |
onyx | backend/onyx/tools/tool_implementations/open_url/onyx_web_crawler.py | .py | from __future__ import annotations
from collections.abc import Sequence
from concurrent.futures import ThreadPoolExecutor
import requests
from onyx.configs.app_configs import OPEN_URL_PLAYWRIGHT_FALLBACK_ENABLED
from onyx.file_processing.html_utils import ParsedHTML, web_html_cleanup
from onyx.server.security.models... | 391 | 15,798 |
onyx | backend/onyx/tools/tool_implementations/open_url/snippet_matcher.py | .py | import unicodedata
from pydantic import BaseModel
from rapidfuzz import fuzz, utils
from onyx.utils.text_processing import is_zero_width_char, normalize_char
class SnippetMatchResult(BaseModel):
snippet_located: bool
start_idx: int = -1
end_idx: int = -1
NegativeSnippetMatchResult = SnippetMatchResul... | 245 | 7,837 |
onyx | backend/onyx/tools/tool_implementations/open_url/models.py | .py | from abc import ABC, abstractmethod
from collections.abc import Sequence
from datetime import datetime
from pydantic import BaseModel, field_validator
from onyx.utils.url import normalize_url
class WebContent(BaseModel):
title: str
link: str
full_content: str
published_date: datetime | None = None
... | 39 | 1,091 |
onyx | backend/onyx/tools/tool_implementations/open_url/tavily.py | .py | from __future__ import annotations
from collections.abc import Sequence
from typing import Any
import requests
from onyx.tools.tool_implementations.open_url.models import (
WebContent,
WebContentProvider,
)
from onyx.utils.logger import setup_logger
logger = setup_logger()
TAVILY_EXTRACT_URL = "https://api... | 147 | 4,352 |
onyx | backend/onyx/tools/tool_implementations/open_url/firecrawl.py | .py | from __future__ import annotations
from collections.abc import Sequence
from concurrent.futures import ThreadPoolExecutor
from dataclasses import dataclass
from datetime import datetime
from typing import Any
import requests
from onyx.connectors.cross_connector_utils.miscellaneous_utils import time_str_to_utc
from o... | 167 | 5,290 |
onyx | backend/onyx/tools/tool_implementations/open_url/open_url_tool.py | .py | import json
from collections import defaultdict
from typing import Any
from pydantic import BaseModel
from sqlalchemy.orm import Session
from typing_extensions import override
from onyx.chat.emitter import Emitter
from onyx.configs.app_configs import DISABLE_VECTOR_DB
from onyx.context.search.models import (
Inde... | 993 | 38,619 |
onyx | backend/onyx/tools/tool_implementations/open_url/url_normalization.py | .py | """URL normalization for OpenURL tool.
Each connector implements normalize_url() as a class method to normalize URLs to match
the canonical Document.id format used during ingestion. This ensures OpenURL can find
indexed documents.
Usage:
normalized = normalize_url("https://docs.google.com/document/d/123/edit")
... | 133 | 4,730 |
onyx | backend/onyx/tools/tool_implementations/file_reader/file_reader_tool.py | .py | import io
import json
from typing import Any, cast
from uuid import UUID
from sqlalchemy.orm import Session
from typing_extensions import override
from onyx.chat.emitter import Emitter
from onyx.configs.app_configs import DISABLE_VECTOR_DB
from onyx.db.engine.sql_engine import get_session_with_current_tenant
from ony... | 259 | 9,002 |
onyx | backend/onyx/tools/tool_implementations/images/models.py | .py | from pydantic import BaseModel
from onyx.server.query_and_chat.streaming_models import GeneratedImage
class ImageGenerationResponse(BaseModel):
revised_prompt: str
image_data: str
class FinalImageGenerationResponse(BaseModel):
generated_images: list[GeneratedImage]
| 13 | 283 |
onyx | backend/onyx/tools/tool_implementations/images/image_generation_tool.py | .py | import json
import threading
from typing import Any, cast
import requests
from sqlalchemy.orm import Session
from typing_extensions import override
from onyx.chat.emitter import Emitter
from onyx.configs.app_configs import IMAGE_MODEL_NAME, IMAGE_MODEL_PROVIDER
from onyx.file_store.models import ChatFileType
from ony... | 433 | 15,930 |
onyx | backend/onyx/tools/tool_implementations/search/search_utils.py | .py | from collections import defaultdict
from collections.abc import Callable
from typing import TypeVar
from onyx.context.search.models import (
ContextExpansionType,
IndexFilters,
InferenceChunk,
InferenceSection,
)
from onyx.context.search.utils import inference_section_from_chunks
from onyx.document_ind... | 500 | 19,377 |
onyx | backend/onyx/tools/tool_implementations/search/constants.py | .py | """Constants for search tool implementations."""
# Query Expansion and Fusion Weights
# Taking an opinionated stance on the weights, no chance users can do a good job customizing this.
# The dedicated rephrased/extracted semantic query is likely the best for hybrid search
LLM_SEMANTIC_QUERY_WEIGHT = 1.3
# The keyword ... | 30 | 1,537 |
onyx | backend/onyx/tools/tool_implementations/search/search_tool.py | .py | """
An explanation of the search tool found below:
Step 1: Queries
- The LLM will generate some queries based on the chat history for what it thinks are the best things to search for.
This has a pretty generic prompt so it's not perfectly tuned for search but provides breadth and also the LLM can often break up
the qu... | 1,229 | 49,044 |
onyx | backend/onyx/tools/tool_implementations/python/code_interpreter_client.py | .py | from __future__ import annotations
import json
import re
import time
from collections.abc import Callable, Generator
from functools import wraps
from typing import Any, Concatenate, Literal, ParamSpec, TypedDict, TypeVar, Union
import requests
from pydantic import BaseModel
from onyx.configs.app_configs import CODE_... | 513 | 16,741 |
onyx | backend/onyx/tools/tool_implementations/python/python_tool.py | .py | import hashlib
import mimetypes
import os
import re
from io import BytesIO
from typing import Any, cast
from pydantic import BaseModel, TypeAdapter
from sqlalchemy.orm import Session
from typing_extensions import override
from onyx.chat.emitter import Emitter
from onyx.configs.app_configs import (
CODE_INTERPRETE... | 595 | 23,165 |
onyx | backend/onyx/tools/tool_implementations/bash/bash_tool.py | .py | from typing import Any
from pydantic import BaseModel, TypeAdapter
from sqlalchemy.orm import Session
from typing_extensions import override
from onyx.chat.emitter import Emitter
from onyx.configs.app_configs import (
CODE_INTERPRETER_BASE_URL,
CODE_INTERPRETER_DEFAULT_TIMEOUT_MS,
CODE_INTERPRETER_MAX_OUT... | 234 | 7,649 |
onyx | backend/onyx/tools/tool_implementations/custom/openapi_parsing.py | .py | from typing import Any, cast
from pydantic import BaseModel
from onyx.tools.tool_name import sanitize_tool_name
REQUEST_BODY = "requestBody"
class PathSpec(BaseModel):
path: str
methods: dict[str, Any]
class MethodSpec(BaseModel):
# Sanitized, LLM-safe name; used in tool definitions and dispatch.
... | 244 | 8,020 |
onyx | backend/onyx/tools/tool_implementations/custom/custom_tool.py | .py | import csv
import json
import queue
import uuid
from io import BytesIO, StringIO
from typing import Any, Dict, List
import requests
from requests import JSONDecodeError
from onyx.chat.emitter import Emitter
from onyx.configs.constants import FileOrigin
from onyx.file_store.file_store import get_default_file_store
fro... | 414 | 14,088 |
onyx | backend/onyx/tools/tool_implementations/custom/base_tool_types.py | .py | # should really be `JSON_ro`, but this causes issues with pydantic
ToolResultType = dict | list | str | int | float | bool
| 3 | 123 |
onyx | backend/onyx/tools/tool_implementations/web_search/utils.py | .py | from onyx.configs.constants import DocumentSource
from onyx.context.search.models import InferenceChunk, InferenceSection, SearchDoc
from onyx.tools.tool_implementations.open_url.models import WebContent
from onyx.tools.tool_implementations.open_url.snippet_matcher import (
find_snippet_in_content,
)
from onyx.tool... | 207 | 6,093 |
onyx | backend/onyx/tools/tool_implementations/web_search/models.py | .py | from abc import abstractmethod
from collections.abc import Sequence
from datetime import datetime
from enum import Enum
from pydantic import BaseModel, field_validator
from onyx.utils.url import normalize_url
# Fairly loose number but assuming LLMs can easily handle this amount of context
# Approximately 2 pages of ... | 58 | 1,455 |
onyx | backend/onyx/tools/tool_implementations/web_search/web_search_tool.py | .py | import json
from typing import Any
from sqlalchemy.orm import Session
from typing_extensions import override
from onyx.chat.emitter import Emitter
from onyx.context.search.models import SearchDocsResponse
from onyx.context.search.utils import convert_inference_sections_to_search_docs
from onyx.db.engine.sql_engine im... | 359 | 13,207 |
onyx | backend/onyx/tools/tool_implementations/web_search/providers.py | .py | from onyx.db.engine.sql_engine import get_session_with_current_tenant
from onyx.db.models import InternetSearchProvider
from onyx.db.web_search import (
fetch_active_web_content_provider,
fetch_active_web_search_provider,
)
from onyx.tools.tool_implementations.open_url.firecrawl import FirecrawlClient
from onyx... | 216 | 8,080 |
onyx | backend/onyx/tools/tool_implementations/web_search/clients/brave_client.py | .py | from __future__ import annotations
from typing import Any
import requests
from fastapi import HTTPException
from onyx.tools.tool_implementations.web_search.models import (
WebSearchProvider,
WebSearchResult,
)
from onyx.utils.logger import setup_logger
from onyx.utils.retry_wrapper import retry_builder
logg... | 258 | 8,267 |
onyx | backend/onyx/tools/tool_implementations/web_search/clients/tavily_client.py | .py | from __future__ import annotations
from typing import Any
import requests
from fastapi import HTTPException
from onyx.tools.tool_implementations.web_search.models import (
WebSearchProvider,
WebSearchResult,
)
from onyx.utils.logger import setup_logger
from onyx.utils.retry_wrapper import retry_builder
logg... | 228 | 6,977 |
onyx | backend/onyx/tools/tool_implementations/web_search/clients/searxng_client.py | .py | import requests
from fastapi import HTTPException
from onyx.tools.tool_implementations.web_search.models import (
WebSearchProvider,
WebSearchResult,
)
from onyx.utils.logger import setup_logger
from onyx.utils.retry_wrapper import retry_builder
logger = setup_logger()
class SearXNGClient(WebSearchProvider)... | 139 | 5,401 |
onyx | backend/onyx/tools/tool_implementations/web_search/clients/exa_client.py | .py | import re
from collections.abc import Sequence
from typing import Any
import requests
from exa_py import Exa
from exa_py.api import HighlightsContentsOptions
from fastapi import HTTPException
from onyx.connectors.cross_connector_utils.miscellaneous_utils import time_str_to_utc
from onyx.tools.tool_implementations.ope... | 224 | 7,601 |
onyx | backend/onyx/tools/tool_implementations/web_search/clients/serper_client.py | .py | import json
from collections.abc import Sequence
from concurrent.futures import ThreadPoolExecutor
import requests
from fastapi import HTTPException
from onyx.connectors.cross_connector_utils.miscellaneous_utils import time_str_to_utc
from onyx.tools.tool_implementations.open_url.models import (
WebContent,
W... | 197 | 6,181 |
onyx | backend/onyx/tools/tool_implementations/web_search/clients/google_pse_client.py | .py | from __future__ import annotations
from datetime import datetime
from typing import Any
import requests
from fastapi import HTTPException
from onyx.tools.tool_implementations.web_search.models import (
WebSearchProvider,
WebSearchResult,
)
from onyx.utils.logger import setup_logger
from onyx.utils.retry_wrap... | 160 | 5,773 |
onyx | backend/onyx/tools/tool_implementations/mcp/mcp_tool.py | .py | import json
import time
from typing import Any
from mcp.client.auth import OAuthClientProvider
from onyx.chat.emitter import Emitter
from onyx.db.enums import MCPAuthenticationType, MCPTransport
from onyx.db.models import MCPConnectionConfig, MCPServer
from onyx.server.features.mcp.client import call_mcp_tool
from on... | 342 | 12,757 |
onyx | backend/onyx/tools/tool_implementations/coding_agent/coding_agent_tool.py | .py | from typing import Any, cast
from uuid import uuid4
from pydantic import BaseModel
from sqlalchemy.orm import Session
from typing_extensions import override
from onyx.chat.emitter import Emitter
from onyx.coding_agent.mock_tools import (
CODING_AGENT_QUERY_KEY,
CODING_AGENT_REPO_KEY,
CODING_AGENT_TOOL_NAM... | 192 | 6,374 |
onyx | backend/onyx/tools/tool_implementations/knowledge_graph/knowledge_graph_tool.py | .py | from typing import Any
from sqlalchemy.orm import Session
from onyx.chat.emitter import Emitter
from onyx.db.kg_config import get_kg_config_settings
from onyx.server.query_and_chat.placement import Placement
from onyx.tools.interface import Tool
from onyx.tools.models import ToolResponse
from onyx.utils.logger import... | 82 | 2,356 |
onyx | backend/onyx/tools/tool_implementations/memory/memory_tool.py | .py | """
Memory Tool for storing user-specific information.
This tool allows the LLM to save memories about the user for future conversations.
The memories are passed in via override_kwargs which contains the current list of
memories that exist for the user.
"""
from typing import Any, Literal, cast
from pydantic import ... | 163 | 5,408 |
onyx | backend/onyx/tools/tool_implementations/memory/models.py | .py | from pydantic import BaseModel
class MemoryToolResponse(BaseModel):
memory_text: str
index_to_replace: int | None # None = add new, int = replace at 0-based index
| 7 | 174 |
onyx | backend/onyx/onyxbot/discord/handle_commands.py | .py | """Discord bot command handlers for registration and channel sync."""
import asyncio
from datetime import datetime, timezone
import discord
from onyx.configs.app_configs import DISCORD_BOT_INVOKE_CHAR
from onyx.configs.constants import ONYX_DISCORD_URL
from onyx.db.discord_bot import (
bulk_create_channel_config... | 440 | 16,376 |
onyx | backend/onyx/onyxbot/discord/utils.py | .py | from onyx.configs.app_configs import DISCORD_BOT_TOKEN
from onyx.db.discord_bot import get_discord_bot_config
from onyx.db.engine.sql_engine import get_session_with_tenant
from onyx.utils.logger import setup_logger
from onyx.utils.sensitive import SensitiveValue
from shared_configs.configs import MULTI_TENANT, POSTGRES... | 43 | 1,510 |
onyx | backend/onyx/onyxbot/discord/exceptions.py | .py | """Custom exception classes for Discord bot."""
class DiscordBotError(Exception):
"""Base exception for Discord bot errors."""
class RegistrationError(DiscordBotError):
"""Error during guild registration."""
class SyncChannelsError(DiscordBotError):
"""Error during channel sync."""
class APIError(Di... | 38 | 800 |
onyx | backend/onyx/onyxbot/discord/handle_message.py | .py | """Discord bot message handling and response logic."""
import asyncio
import discord
from pydantic import BaseModel
from onyx.chat.models import ChatFullResponse
from onyx.db.discord_bot import (
get_channel_config_by_discord_ids,
get_guild_config_by_discord_id,
)
from onyx.db.engine.sql_engine import get_se... | 501 | 16,578 |
onyx | backend/onyx/onyxbot/discord/constants.py | .py | """Discord bot constants."""
# API settings
API_REQUEST_TIMEOUT: int = 3 * 60 # 3 minutes
# Cache settings
CACHE_REFRESH_INTERVAL: int = 60 # 1 minute
# Message settings
MAX_MESSAGE_LENGTH: int = 2000 # Discord's character limit
MAX_CONTEXT_MESSAGES: int = 10 # Max messages to include in conversation context
# N... | 20 | 659 |
onyx | backend/onyx/onyxbot/discord/client.py | .py | """Discord bot client with integrated message handling."""
import asyncio
import time
import discord
from discord.ext import commands
from onyx.configs.app_configs import DISCORD_BOT_INVOKE_CHAR
from onyx.onyxbot.discord.api_client import OnyxAPIClient
from onyx.onyxbot.discord.cache import DiscordCacheManager
from ... | 238 | 7,868 |
onyx | backend/onyx/onyxbot/discord/api_client.py | .py | """Async HTTP client for communicating with Onyx API pods."""
import aiohttp
from onyx.chat.models import ChatFullResponse
from onyx.onyxbot.discord.constants import API_REQUEST_TIMEOUT
from onyx.onyxbot.discord.exceptions import (
APIConnectionError,
APIResponseError,
APITimeoutError,
)
from onyx.server.... | 222 | 7,710 |
onyx | backend/onyx/onyxbot/discord/cache.py | .py | """Multi-tenant cache for Discord bot guild-tenant mappings and API keys."""
import asyncio
from typing import NamedTuple
from onyx.db.discord_bot import get_guild_configs, get_or_create_discord_service_api_key
from onyx.db.engine.sql_engine import get_session_with_tenant
from onyx.db.engine.tenant_utils import get_a... | 194 | 7,471 |
onyx | backend/onyx/onyxbot/slack/utils.py | .py | import random
import re
import string
import threading
import time
import uuid
from collections.abc import Generator
from contextlib import contextmanager
from typing import Any, cast
from slack_sdk import WebClient
from slack_sdk.errors import SlackApiError
from slack_sdk.models.blocks import Block, SectionBlock
from... | 769 | 26,640 |
onyx | backend/onyx/onyxbot/slack/listener.py | .py | import os
import signal
import sys
import threading
import time
from collections.abc import Callable
from contextvars import Token
from threading import Event
from types import FrameType
from typing import Any, Dict, cast
import psycopg2.errors
from prometheus_client import Gauge, start_http_server
from redis.exceptio... | 1,341 | 51,183 |
onyx | backend/onyx/onyxbot/slack/models.py | .py | from enum import Enum
from typing import Literal
from pydantic import BaseModel
from onyx.configs.constants import MessageType
class ChannelType(str, Enum):
"""Slack channel types."""
IM = "im" # Direct message
MPIM = "mpim" # Multi-person direct message
PRIVATE_CHANNEL = "private_channel" # Pri... | 79 | 2,326 |
onyx | backend/onyx/onyxbot/slack/constants.py | .py | import re
from enum import Enum
# Matches Slack channel references like <#C097NBWMY8Y> or <#C097NBWMY8Y|channel-name>
SLACK_CHANNEL_REF_PATTERN = re.compile(r"<#([A-Z0-9]+)(?:\|([^>]+))?>")
LIKE_BLOCK_ACTION_ID = "feedback-like"
DISLIKE_BLOCK_ACTION_ID = "feedback-dislike"
SHOW_EVERYONE_ACTION_ID = "show-everyone"
KE... | 24 | 870 |
onyx | backend/onyx/onyxbot/slack/config.py | .py | import os
from sqlalchemy.orm import Session
from onyx.db.models import SlackChannelConfig
from onyx.db.slack_channel_config import (
fetch_slack_channel_config_for_channel_or_default,
fetch_slack_channel_configs,
)
VALID_SLACK_FILTERS = [
"answerable_prefilter",
"well_answered_postfilter",
"ques... | 72 | 2,496 |
onyx | backend/onyx/onyxbot/slack/icons.py | .py | from collections.abc import Mapping
from onyx.configs.constants import DocumentSource
_PUBLIC_SOURCE_IMAGE_BASE_URL = "https://raw.githubusercontent.com/onyx-dot-app/onyx/main/web/public/slackbot-source-icons"
_DEFAULT_SOURCE_IMAGE_FILENAME = "File.png"
_SOURCE_IMAGE_FILENAMES: Mapping[DocumentSource, str] = {
D... | 76 | 3,284 |
onyx | backend/onyx/onyxbot/slack/blocks.py | .py | from datetime import datetime
from typing import cast
import pytz
import timeago
from slack_sdk.models.blocks import (
ActionsBlock,
Block,
ButtonElement,
ContextBlock,
DividerBlock,
HeaderBlock,
Option,
RadioButtonsElement,
SectionBlock,
)
from slack_sdk.models.blocks.basic_compone... | 536 | 18,398 |
onyx | backend/onyx/onyxbot/slack/formatting.py | .py | import re
from collections.abc import Callable
from typing import Any
from mistune import (
BlockState,
HTMLRenderer,
InlineParser,
InlineState,
Markdown,
PluginRef,
create_markdown,
)
# Tags that should be replaced with a newline (line-break and block-level elements)
_HTML_NEWLINE_TAG_PAT... | 464 | 16,341 |
onyx | backend/onyx/onyxbot/slack/handlers/handle_standard_answers.py | .py | from slack_sdk import WebClient
from sqlalchemy.orm import Session
from onyx.db.models import SlackChannelConfig
from onyx.onyxbot.slack.models import SlackMessageInfo
from onyx.utils.logger import OnyxLoggingAdapter, setup_logger
from onyx.utils.variable_functionality import fetch_versioned_implementation
logger = s... | 52 | 1,733 |
onyx | backend/onyx/onyxbot/slack/handlers/handle_message.py | .py | import datetime
from slack_sdk import WebClient
from slack_sdk.errors import SlackApiError
from sqlalchemy.orm import Session
from onyx.configs.onyxbot_configs import (
ONYX_BOT_FEEDBACK_REMINDER,
ONYX_BOT_REACT_EMOJI,
)
from onyx.db.engine.sql_engine import get_session_with_current_tenant
from onyx.db.enums ... | 461 | 19,037 |
onyx | backend/onyx/onyxbot/slack/handlers/handle_buttons.py | .py | import json
from typing import Any, cast
from slack_sdk import WebClient
from slack_sdk.models.blocks import SectionBlock
from slack_sdk.models.views import View
from slack_sdk.socket_mode.request import SocketModeRequest
from slack_sdk.webhook import WebhookClient
from onyx.chat.models import ChatBasicResponse
from ... | 586 | 21,562 |
onyx | backend/onyx/onyxbot/slack/handlers/handle_regular_answer.py | .py | import functools
from collections.abc import Callable
from typing import Any, Optional, TypeVar
from slack_sdk import WebClient
from sqlalchemy.orm import Session
from onyx.auth.users import get_anonymous_user
from onyx.chat.models import ChatBasicResponse
from onyx.chat.process_message import gather_stream, handle_s... | 502 | 18,191 |
onyx | backend/onyx/context/search/pipeline.py | .py | from collections import defaultdict
from datetime import datetime
from sqlalchemy.orm import Session
from onyx.context.search.forced_document_set import get_forced_document_set_names
from onyx.context.search.models import (
BaseFilters,
ChunkIndexRequest,
ChunkSearchRequest,
IndexFilters,
Inferenc... | 349 | 13,759 |
onyx | backend/onyx/context/search/utils.py | .py | import os
import re
from typing import TypeVar
from sqlalchemy.orm import Session
from onyx.configs.app_configs import (
QUERY_EMBEDDING_CACHE_ENABLED,
QUERY_EMBEDDING_CACHE_TTL_S,
)
from onyx.context.search.models import (
InferenceChunk,
InferenceSection,
SavedSearchDoc,
SavedSearchDocWithCo... | 213 | 6,754 |
onyx | backend/onyx/context/search/models.py | .py | from collections.abc import Sequence
from datetime import datetime, timezone
from enum import Enum
from typing import Any
from pydantic import BaseModel, Field, field_validator, model_validator
from onyx.configs.constants import DocumentSource
from onyx.db.models import SearchSettings
from onyx.indexing.models import... | 496 | 18,252 |
onyx | backend/onyx/context/search/forced_document_set.py | .py | """Operator-forced document-set search scope (self-hosted Search UI only).
When ``FORCED_DOCUMENT_SET_NAMES`` is set, the Onyx Search UI is hard-restricted to
those document sets. The vector index stores document set NAMES, so the configured
names are used directly — no resolution needed. Disabled under MULTI_TENANT.
... | 47 | 1,871 |
onyx | backend/onyx/context/search/enums.py | .py | """NOTE: this needs to be separate from models.py because of circular imports.
Both search/models.py and db/models.py import enums from this file AND
search/models.py imports from db/models.py."""
from enum import Enum
class RecencyBiasSetting(str, Enum):
FAVOR_RECENT = "favor_recent" # 2x decay rate
BASE_D... | 32 | 834 |
onyx | backend/onyx/context/search/preprocessing/access_filters.py | .py | from sqlalchemy.orm import Session
from onyx.access.access import get_acl_for_user
from onyx.context.search.models import IndexFilters
from onyx.db.models import User
def build_access_filters_for_user(user: User, session: Session) -> list[str]:
user_acl = get_acl_for_user(user, session)
return list(user_acl)... | 23 | 683 |
onyx | backend/onyx/context/search/federated/slack_search_utils.py | .py | import fnmatch
import json
import re
from datetime import datetime, timedelta, timezone
from typing import Any
from pydantic import ValidationError
from onyx.configs.app_configs import MAX_SLACK_QUERY_EXPANSIONS
from onyx.context.search.federated.models import ChannelMetadata, DirectThreadFetch
from onyx.context.sear... | 758 | 26,751 |
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