mirror of
https://github.com/invariantlabs-ai/invariant-gateway.git
synced 2026-07-17 15:37:23 +02:00
141 lines
4.7 KiB
Python
141 lines
4.7 KiB
Python
"""Base LLM Provider Class for Invariant Gateway"""
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import json
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from typing import Any, Literal
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from abc import ABC, abstractmethod
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import httpx
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from fastapi import HTTPException
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class ExtraItem:
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"""
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Return this class in a instrumented stream callback, to yield an extra item
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in the resulting stream.
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"""
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def __init__(self, value, end_of_stream=False):
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self.value = value
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self.end_of_stream = end_of_stream
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def __str__(self):
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return f"<ExtraItem value={self.value} end_of_stream={self.end_of_stream}>"
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class Replacement(ExtraItem):
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"""
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Like ExtraItem, but used to replace the full request result in case of 'InstrumentedResponse'.
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"""
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def __init__(self, value):
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super().__init__(value, end_of_stream=True)
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def __str__(self):
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return f"<Replacement value={self.value}>"
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class BaseProvider(ABC):
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"""
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Base Provider class that defines the protocol for all providers
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(e.g., OpenAI, Anthropic, Gemini).
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"""
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@abstractmethod
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def get_provider_name(self) -> str:
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"""Return provider name (e.g., 'openai', 'anthropic', 'gemini')"""
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@abstractmethod
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def combine_messages(
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self, request_json: dict[str, Any], response_json: dict[str, Any]
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) -> list[dict[str, Any]]:
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"""
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Combine request and response messages in provider-specific way
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Handles message format conversion (e.g., Anthropic/Gemini converters)
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"""
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@abstractmethod
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def create_metadata(
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self, request_json: dict[str, Any], response_json: dict[str, Any]
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) -> dict[str, Any]:
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"""Create provider-specific metadata"""
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@abstractmethod
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def create_non_streaming_error_response(
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self,
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guardrails_execution_result: dict[str, Any],
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location: Literal["request", "response"] = "response",
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status_code: int = 400,
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) -> Replacement:
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"""Create provider-specific error response for non-streaming"""
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@abstractmethod
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def create_error_chunk(
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self,
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guardrails_execution_result: dict[str, Any],
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location: Literal["request", "response"] = "response",
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) -> ExtraItem:
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"""Create provider-specific error chunk for streaming"""
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@abstractmethod
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def should_push_trace(
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self, merged_response: dict[str, Any], has_errors: bool
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) -> bool:
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"""Provider-specific logic for when to push traces"""
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@abstractmethod
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def process_streaming_chunk(
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self, chunk: bytes, merged_response: dict[str, Any], chunk_state: dict[str, Any]
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) -> None:
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"""
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Process a streaming chunk and update merged_response
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chunk_state can hold provider-specific state (e.g., OpenAI's choice_mapping)
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"""
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@abstractmethod
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def is_streaming_complete(
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self, merged_response: dict[str, Any], chunk_text: str = ""
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) -> bool:
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"""Determine if streaming is complete"""
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@abstractmethod
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def initialize_streaming_response(self) -> dict[str, Any]:
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"""Initialize the merged response structure for streaming"""
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@abstractmethod
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def initialize_streaming_state(self) -> dict[str, Any]:
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"""Initialize provider-specific state for streaming (e.g., OpenAI's mappings)"""
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def check_error_in_non_streaming_response(self, response: httpx.Response) -> None:
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"""Check response status and parse JSON for non-streaming requests"""
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try:
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response_json = response.json()
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except json.JSONDecodeError as e:
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raise HTTPException(
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status_code=response.status_code,
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detail=f"Invalid JSON response received from {self.get_provider_name()}: "
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"{response.text}, error: {e}",
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) from e
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if response.status_code != 200:
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raise HTTPException(
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status_code=response.status_code,
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detail=response_json.get(
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"error", f"Unknown error from {self.get_provider_name()}"
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),
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)
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async def check_error_in_streaming_response(self, response: httpx.Response) -> None:
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"""Check response status and parse JSON for streaming requests"""
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if response.status_code != 200:
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error_content = await response.aread()
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try:
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error_json = json.loads(error_content.decode("utf-8"))
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error_detail = error_json.get(
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"error", f"Unknown error from {self.get_provider_name()}"
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)
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except json.JSONDecodeError:
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error_detail = {
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"error": f"Failed to parse {self.get_provider_name()} error response"
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}
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raise HTTPException(status_code=response.status_code, detail=error_detail)
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