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168 lines
6.5 KiB
Python
168 lines
6.5 KiB
Python
"""
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Configuration for Multimodal Agent
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Supports multiple providers and extraction modes
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"""
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import os
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from typing import Optional, Dict, Any
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from dataclasses import dataclass
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from enum import Enum
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from dotenv import load_dotenv
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load_dotenv()
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def _openrouter_model_id(model) -> str:
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"""Map a provider-native model name to an OpenRouter model id, used by the
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universal OpenRouter fallback. An explicit OPENROUTER_MODEL env var wins.
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Vision-capable default (gpt-5.6-luna) so image analysis still works."""
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override = os.getenv("OPENROUTER_MODEL")
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if override:
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return override
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m = (model or "").strip()
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if not m:
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return "openai/gpt-5.6-luna"
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if "/" in m:
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return m
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ml = m.lower()
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if ml.startswith(("gpt-", "o1", "o3", "o4", "chatgpt")):
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return "openai/" + m
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if ml.startswith("claude-"):
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return "anthropic/claude-opus-4.8"
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if ml.startswith("gemini"):
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return "google/" + m # e.g. gemini-3.5-flash -> google/gemini-3.5-flash
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# Provider-native ids (doubao-*/qwen/...) -> a widely-available vision model.
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return "openai/gpt-5.6-luna"
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class ExtractionMode(Enum):
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"""Modes for multimodal content extraction"""
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NATIVE = "native" # Use model's native multimodal capabilities
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EXTRACT_TO_TEXT = "extract_to_text" # Convert multimodal to text first
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class Provider(Enum):
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"""Supported model providers"""
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GEMINI = "gemini"
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OPENAI = "openai"
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DOUBAO = "doubao"
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@dataclass
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class ModelConfig:
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"""Configuration for a specific model"""
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provider: Provider
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model_name: str
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api_key: str
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base_url: Optional[str] = None
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supports_native_multimodal: bool = True
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class Config:
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"""Main configuration class for multimodal agent"""
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def __init__(self):
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# Load API keys from environment.
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# 兼容常见别名:Gemini 官方 SDK 用 GEMINI_API_KEY,旧文档用 GOOGLE_API_KEY,两者都接受;
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# 豆包/方舟(Ark)的 Key 环境变量常见为 DOUBAO_API_KEY 或 ARK_API_KEY。
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self.gemini_api_key = os.getenv("GOOGLE_API_KEY") or os.getenv("GEMINI_API_KEY", "")
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self.openai_api_key = os.getenv("OPENAI_API_KEY", "")
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self.doubao_api_key = os.getenv("DOUBAO_API_KEY") or os.getenv("ARK_API_KEY", "")
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# Universal OpenRouter fallback: when a model's own provider key is
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# missing but OPENROUTER_API_KEY is present, route that model through
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# OpenRouter's OpenAI-compatible endpoint.
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self.openrouter_api_key = os.getenv("OPENROUTER_API_KEY", "")
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self.openrouter_base_url = "https://openrouter.ai/api/v1"
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# Model configurations
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self.models = {
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"gemini-3.5-flash": ModelConfig(
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provider=Provider.GEMINI,
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model_name="gemini-3.5-flash",
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api_key=self.gemini_api_key,
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supports_native_multimodal=True
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),
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"gpt-5": ModelConfig(
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provider=Provider.OPENAI,
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model_name="gpt-5",
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api_key=self.openai_api_key,
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supports_native_multimodal=True
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),
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"gpt-5.6-luna": ModelConfig(
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provider=Provider.OPENAI,
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model_name="gpt-5.6-luna",
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api_key=self.openai_api_key,
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supports_native_multimodal=True
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),
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"doubao-1.6": ModelConfig(
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provider=Provider.DOUBAO,
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model_name=os.getenv("ARK_MODEL", "doubao-seed-1-6-250615"),
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api_key=self.doubao_api_key,
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base_url="https://ark.cn-beijing.volces.com/api/v3",
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supports_native_multimodal=True
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)
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}
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# Default settings
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self.default_model = os.getenv("MULTIMODAL_MODEL", "doubao-1.6")
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self.default_mode = ExtractionMode.NATIVE
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self.enable_multimodal_tools = False
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# File size limits (in MB)
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self.max_pdf_size_mb = 20
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self.max_image_size_mb = 20
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self.max_audio_size_mb = 25
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# Whisper settings for audio transcription
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self.whisper_model = "whisper-1"
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# Temperature settings
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self.temperature = 0.7
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self.max_tokens = 4096
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def get_model_config(self, model_name: str) -> ModelConfig:
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"""Get configuration for a specific model"""
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if model_name not in self.models:
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raise ValueError(f"Unknown model: {model_name}")
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return self.models[model_name]
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def validate_api_keys(self) -> Dict[str, bool]:
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"""Check which API keys are configured"""
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return {
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"gemini": bool(self.gemini_api_key),
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"openai": bool(self.openai_api_key),
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"doubao": bool(self.doubao_api_key),
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"openrouter": bool(self.openrouter_api_key)
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}
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def has_provider_key(self, provider: 'Provider') -> bool:
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"""Whether the direct API key for a provider is configured."""
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if provider == Provider.OPENAI:
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return bool(self.openai_api_key)
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if provider == Provider.DOUBAO:
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return bool(self.doubao_api_key)
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if provider == Provider.GEMINI:
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return bool(self.gemini_api_key)
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return False
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def use_openrouter(self, provider: 'Provider') -> bool:
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"""True when a model's own provider key is missing but OpenRouter is
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available -> the call should be routed through OpenRouter."""
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return (not self.has_provider_key(provider)) and bool(self.openrouter_api_key)
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def openai_client_args(self, model_config: 'ModelConfig'):
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"""Return (client_kwargs, model_name) for an OpenAI-compatible call,
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applying the universal OpenRouter fallback when needed."""
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provider = model_config.provider
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_m = (model_config.model_name or "").lower()
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_prefer_or = bool(self.openrouter_api_key) and _m.startswith("gpt-5") # 直连 gpt-5.6 需组织实名,优先 OpenRouter
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if _prefer_or or self.use_openrouter(provider):
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return (
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{"api_key": self.openrouter_api_key, "base_url": self.openrouter_base_url},
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_openrouter_model_id(model_config.model_name),
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)
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if provider == Provider.DOUBAO:
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return {"api_key": self.doubao_api_key, "base_url": model_config.base_url}, model_config.model_name
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# OPENAI (and any GEMINI forced through the OpenAI-compatible path)
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return {"api_key": self.openai_api_key}, model_config.model_name
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