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Fixes
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@ -2,12 +2,13 @@
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title: RouteLLM Pipeline
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title: RouteLLM Pipeline
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author: justinh-rahb
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author: justinh-rahb
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date: 2024-07-25
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date: 2024-07-25
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version: 0.2.2
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version: 0.2.3
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license: MIT
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license: MIT
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description: A pipeline for routing LLM requests using RouteLLM framework, compatible with OpenAI API.
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description: A pipeline for routing LLM requests using RouteLLM framework, compatible with OpenAI API.
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requirements: routellm, pydantic, requests
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requirements: routellm, pydantic, requests
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"""
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"""
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import os
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from typing import List, Union, Generator, Iterator
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from typing import List, Union, Generator, Iterator
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from pydantic import BaseModel, Field
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from pydantic import BaseModel, Field
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import logging
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import logging
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@ -15,8 +16,9 @@ from routellm.controller import Controller
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class Pipeline:
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class Pipeline:
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class Valves(BaseModel):
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class Valves(BaseModel):
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ROUTELLM_ROUTER: str = Field(
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ROUTELLM_SUFFIX: str = Field(
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default="mf", description="Identifier for the RouteLLM router."
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default="OpenAI",
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description="Suffix to use for model identifier and name."
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)
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)
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ROUTELLM_STRONG_MODEL: str = Field(
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ROUTELLM_STRONG_MODEL: str = Field(
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default="gpt-4o", description="Identifier for the strong model."
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default="gpt-4o", description="Identifier for the strong model."
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@ -24,51 +26,33 @@ class Pipeline:
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ROUTELLM_WEAK_MODEL: str = Field(
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ROUTELLM_WEAK_MODEL: str = Field(
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default="gpt-4o-mini", description="Identifier for the weak model."
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default="gpt-4o-mini", description="Identifier for the weak model."
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)
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)
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ROUTELLM_STRONG_API_KEY: str = Field(
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ROUTELLM_BASE_URL: str = Field(
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default="sk-your-api-key",
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description="API key for accessing the strong model."
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)
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ROUTELLM_WEAK_API_KEY: str = Field(
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default="sk-your-api-key",
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description="API key for accessing the weak model."
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)
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ROUTELLM_STRONG_BASE_URL: str = Field(
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default="https://api.openai.com/v1",
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default="https://api.openai.com/v1",
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description="Base URL for the strong model's API."
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description="Base URL for the API."
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)
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)
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ROUTELLM_WEAK_BASE_URL: str = Field(
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ROUTELLM_API_KEY: str = Field(
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default="https://api.openai.com/v1",
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default="sk-your-api-key",
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description="Base URL for the weak model's API."
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description="API key for accessing models."
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)
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ROUTELLM_ROUTER: str = Field(
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default="mf", description="Identifier for the RouteLLM routing model."
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)
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)
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ROUTELLM_THRESHOLD: float = Field(
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ROUTELLM_THRESHOLD: float = Field(
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default=0.11593,
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default=0.11593,
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description="Threshold value for determining when to use the strong model."
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description="Threshold value for determining when to use the strong model."
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)
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)
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ROUTELLM_SUFFIX: str = Field(
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default="OpenAI",
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description="Suffix to use for model identifier and name."
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)
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def __init__(self):
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def __init__(self):
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self.type = "manifold"
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self.type = "manifold"
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self.valves = self.Valves()
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self.id = "routellm"
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self.id = "routellm"
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self.name = f"RouteLLM/"
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self.name = "RouteLLM/"
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# Initialize valves with environment variables if available
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self.valves = self.Valves(
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ROUTELLM_API_KEY=os.getenv("OPENAI_API_KEY", "")
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)
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self.controller = None
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self.controller = None
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self._initialize_controller()
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def pipelines(self) -> List[dict]:
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return [{"id": f"{self.valves.ROUTELLM_SUFFIX.lower()}", "name": f"{self.valves.ROUTELLM_SUFFIX}"}]
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async def on_startup(self):
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logging.info(f"on_startup: {__name__}")
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async def on_shutdown(self):
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logging.info(f"on_shutdown: {__name__}")
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async def on_valves_updated(self):
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logging.info(f"on_valves_updated: {__name__}")
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self._initialize_controller()
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self._initialize_controller()
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def _initialize_controller(self):
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def _initialize_controller(self):
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@ -76,9 +60,8 @@ class Pipeline:
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strong_model = self.valves.ROUTELLM_STRONG_MODEL
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strong_model = self.valves.ROUTELLM_STRONG_MODEL
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weak_model = self.valves.ROUTELLM_WEAK_MODEL
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weak_model = self.valves.ROUTELLM_WEAK_MODEL
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# Set the API keys as environment variables
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# Set the API key as an environment variable
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import os
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os.environ["OPENAI_API_KEY"] = self.valves.ROUTELLM_API_KEY
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os.environ["OPENAI_API_KEY"] = self.valves.ROUTELLM_STRONG_API_KEY
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self.controller = Controller(
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self.controller = Controller(
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routers=[self.valves.ROUTELLM_ROUTER],
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routers=[self.valves.ROUTELLM_ROUTER],
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@ -90,11 +73,25 @@ class Pipeline:
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logging.error(f"Error initializing RouteLLM controller: {e}")
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logging.error(f"Error initializing RouteLLM controller: {e}")
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self.controller = None
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self.controller = None
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def pipelines(self) -> List[dict]:
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return [{"id": f"{self.valves.ROUTELLM_SUFFIX.lower()}", "name": f"{self.valves.ROUTELLM_SUFFIX}"}]
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async def on_startup(self):
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logging.info(f"on_startup: {__name__}")
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self._initialize_controller()
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async def on_shutdown(self):
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logging.info(f"on_shutdown: {__name__}")
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async def on_valves_updated(self):
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logging.info(f"on_valves_updated: {__name__}")
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self._initialize_controller()
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def pipe(
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def pipe(
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self, user_message: str, model_id: str, messages: List[dict], body: dict
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self, user_message: str, model_id: str, messages: List[dict], body: dict
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) -> Union[str, Generator, Iterator]:
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) -> Union[str, Generator, Iterator]:
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if not self.controller:
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if not self.controller:
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return "Error: RouteLLM controller not initialized. Please update valves with valid API keys and configuration."
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return "Error: RouteLLM controller not initialized. Please update valves with valid API key and configuration."
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try:
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try:
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model_name = f"router-{self.valves.ROUTELLM_ROUTER}-{self.valves.ROUTELLM_THRESHOLD}"
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model_name = f"router-{self.valves.ROUTELLM_ROUTER}-{self.valves.ROUTELLM_THRESHOLD}"
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