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https://github.com/open-webui/pipelines
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145
examples/pipelines/providers/github_manifold_pipeline.py
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145
examples/pipelines/providers/github_manifold_pipeline.py
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"""
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title: Github Models Manifold Pipeline
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author: cheahjs, (working pipeline by HomeDev68)
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author_url: https://github.com/cheahjs, https://github.com/HomeDev68
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date: 2024-10-19
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version: 1.2
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license: MIT
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description: A pipeline for generating text using Github Marketplace Models in Open-WebUI.
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environment_variables: GITHUB_PAT
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"""
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from typing import List, Union, Generator, Iterator
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from schemas import OpenAIChatMessage
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from pydantic import BaseModel
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import os
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import requests
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class Pipeline:
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"""Github Models Pipeline"""
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class Valves(BaseModel):
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"""Options to change from the WebUI"""
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GITHUB_MODELS_BASE_URL: str = "https://models.inference.ai.azure.com"
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GITHUB_PAT: str = ""
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def __init__(self):
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# Optionally, you can set the id and name of the pipeline.
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# Best practice is to not specify the id so that it can be automatically inferred from the filename, so that users can install multiple versions of the same pipeline.
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# The identifier must be unique across all pipelines.
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# The identifier must be an alphanumeric string that can include underscores or hyphens. It cannot contain spaces, special characters, slashes, or backslashes.
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self.type = "manifold"
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self.id = "github_models"
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self.name = "GitHub: "
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self.valves = self.Valves(
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**{
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"GITHUB_MODELS_BASE_URL": os.getenv("GITHUB_MODELS_BASE_URL","https://models.inference.ai.azure.com"),
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"GITHUB_PAT": os.getenv("GITHUB_PAT", "")
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}
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)
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self.pipelines = self.get_github_models()
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async def on_startup(self):
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# This function is called when the server is started.
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print(f"on_startup:{__name__}")
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pass
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async def on_shutdown(self):
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# This function is called when the server is stopped.
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print(f"on_shutdown:{__name__}")
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pass
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async def on_valves_updated(self):
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# This function is called when the valves are updated.
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print(f"on_valves_updated:{__name__}")
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self.pipelines = self.get_github_models()
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pass
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def get_github_models(self):
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"""Gets Available Github Models"""
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if self.valves.GITHUB_PAT:
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try:
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headers = {}
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headers["Authorization"] = f"Bearer {self.valves.GITHUB_PAT}"
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headers["Content-Type"] = "application/json"
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r = requests.get(f"{self.valves.GITHUB_MODELS_BASE_URL}/models", headers=headers)
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models = r.json()
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# Parse the json according to keys, since the json output is too large
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return [
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{
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"id": model["name"],
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"name": (
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model["friendly_name"]
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if "friendly_name" in model
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else model["name"]
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),
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"description": (model["summary"] if "summary" in model else ""),
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}
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for model in models
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if model["task"] == "chat-completion"
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]
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except Exception as e:
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print(f"Error: {e}")
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return [
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{
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"id": "error",
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"name": "Could not fetch models from GitHub Models, please update the PAT in the valves.",
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},
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]
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else:
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return []
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def pipe(self, user_message: str, model_id: str, messages: List[dict], body: dict) -> Union[str, Generator, Iterator]:
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# This is where you can add your custom pipelines like RAG.
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print(f"pipe:{__name__}")
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# Log the messages for debugging
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print(messages)
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print(user_message)
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headers = {}
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headers["Authorization"] = f"Bearer {self.valves.GITHUB_PAT}"
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headers["Content-Type"] = "application/json"
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allowed_params = {"messages", "temperature", "top_p", "stream", "stop", "model", "max_tokens", "stream_options" }
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# Remap the model name to the model id
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body["model"] = ".".join(body["model"].split(".")[1:])
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filtered_body = {k: v for k, v in body.items() if k in allowed_params}
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# log fields that were filtered out as a single line
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if len(body) != len(filtered_body):
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print(f"Dropped params: {', '.join(set(body.keys()) - set(filtered_body.keys()))}")
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# Initialize the response variable to None.
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r = None
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try:
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r = requests.post(
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url=f"{self.valves.GITHUB_MODELS_BASE_URL}/chat/completions",
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json=filtered_body,
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headers=headers,
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stream=True,
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)
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r.raise_for_status()
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if body["stream"]:
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return r.iter_lines()
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else:
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return r.json()
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except Exception as e:
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# TODO: Render Errors Normally in Open-WebUI, not in the chat message body
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if r:
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text = r.text
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return f"Error: {e} ({text})"
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else:
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print(f"Error generating content: {e}")
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return f"Error: {e}"
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# return f"Error: {str(e)}"
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