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feat: ollama manifold pipeline example
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@ -1,27 +1,30 @@
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from typing import List, Union, Generator, Iterator
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from schemas import OpenAIChatMessage
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import requests
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class Pipeline:
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def __init__(self):
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self.id = "manifold_pipeline"
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self.name = "Manifold Pipeline"
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# You can also set the pipelines that are available in this pipeline.
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# Set manifold to True if you want to use this pipeline as a manifold.
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# Manifold pipelines can have multiple pipelines.
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self.manifold = True
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self.pipelines = [
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{
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"id": "pipeline-1", # This will turn into `manifold_pipeline.pipeline-1`
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"name": "Manifold: Pipeline 1",
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},
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{
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"id": "pipeline-2",
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"name": "Manifold: Pipeline 2",
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},
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]
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self.id = "ollama_manifold"
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# Optionally, you can set the name of the manifold pipeline.
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self.name = "Ollama: "
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self.OLLAMA_BASE_URL = "http://localhost:11434"
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self.pipelines = self.get_ollama_models()
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pass
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def get_ollama_models(self):
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r = requests.get(f"{self.OLLAMA_BASE_URL}/api/tags")
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models = r.json()
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return [
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{"id": model["model"], "name": model["name"]} for model in models["models"]
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]
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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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@ -36,10 +39,25 @@ class Pipeline:
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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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# This is where you can add your custom pipelines like RAG.'
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print(f"get_response:{__name__}")
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print(messages)
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print(user_message)
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print(body)
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if "user" in body:
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print("######################################")
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print(f'# User: {body["user"]["name"]} ({body["user"]["id"]})')
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print(f"# Message: {user_message}")
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print("######################################")
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return f"{model_id} response to: {user_message}"
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try:
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r = requests.post(
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url=f"{self.OLLAMA_BASE_URL}/v1/chat/completions",
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json={**body, "model": model_id},
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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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return f"Error: {e}"
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