mirror of
https://github.com/trustgraph-ai/trustgraph.git
synced 2026-04-25 00:16:23 +02:00
92b84441eb
* Bare bones API gateway * Working for LLM + prompt * RAG query works * Triples query * Added agent API * Embeddings API * Put API tests in a subdir
540 lines
15 KiB
Python
Executable file
540 lines
15 KiB
Python
Executable file
#!/usr/bin/env python3
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import asyncio
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from aiohttp import web
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import json
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import logging
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import uuid
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import pulsar
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from pulsar.asyncio import Client
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from pulsar.schema import JsonSchema
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import _pulsar
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import aiopulsar
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from trustgraph.clients.llm_client import LlmClient
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from trustgraph.clients.prompt_client import PromptClient
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from trustgraph.schema import TextCompletionRequest, TextCompletionResponse
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from trustgraph.schema import text_completion_request_queue
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from trustgraph.schema import text_completion_response_queue
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from trustgraph.schema import PromptRequest, PromptResponse
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from trustgraph.schema import prompt_request_queue
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from trustgraph.schema import prompt_response_queue
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from trustgraph.schema import GraphRagQuery, GraphRagResponse
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from trustgraph.schema import graph_rag_request_queue
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from trustgraph.schema import graph_rag_response_queue
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from trustgraph.schema import TriplesQueryRequest, TriplesQueryResponse, Value
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from trustgraph.schema import triples_request_queue
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from trustgraph.schema import triples_response_queue
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from trustgraph.schema import AgentRequest, AgentResponse
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from trustgraph.schema import agent_request_queue
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from trustgraph.schema import agent_response_queue
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from trustgraph.schema import EmbeddingsRequest, EmbeddingsResponse
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from trustgraph.schema import embeddings_request_queue
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from trustgraph.schema import embeddings_response_queue
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logger = logging.getLogger("api")
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logger.setLevel(logging.INFO)
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pulsar_host = "pulsar://localhost:6650"
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TIME_OUT = 600
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class Publisher:
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def __init__(self, pulsar_host, topic, schema=None, max_size=10):
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self.pulsar_host = pulsar_host
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self.topic = topic
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self.schema = schema
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self.q = asyncio.Queue(maxsize=max_size)
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async def run(self):
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async with aiopulsar.connect(self.pulsar_host) as client:
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async with client.create_producer(
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topic=self.topic,
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schema=self.schema,
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) as producer:
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while True:
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id, item = await self.q.get()
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await producer.send(item, { "id": id })
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# print("message out")
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async def send(self, id, msg):
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await self.q.put((id, msg))
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class Subscriber:
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def __init__(self, pulsar_host, topic, subscription, consumer_name,
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schema=None, max_size=10):
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self.pulsar_host = pulsar_host
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self.topic = topic
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self.subscription = subscription
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self.consumer_name = consumer_name
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self.schema = schema
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self.q = {}
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async def run(self):
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async with aiopulsar.connect(pulsar_host) as client:
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async with client.subscribe(
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topic=self.topic,
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subscription_name=self.subscription,
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consumer_name=self.consumer_name,
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schema=self.schema,
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) as consumer:
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while True:
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msg = await consumer.receive()
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# print("message in", self.topic)
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id = msg.properties()["id"]
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value = msg.value()
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if id in self.q:
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await self.q[id].put(value)
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async def subscribe(self, id):
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q = asyncio.Queue()
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self.q[id] = q
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return q
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async def unsubscribe(self, id):
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if id in self.q:
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del self.q[id]
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class Api:
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def __init__(self, **config):
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self.port = int(config.get("port", "8088"))
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self.app = web.Application(middlewares=[])
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self.llm_out = Publisher(
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pulsar_host, text_completion_request_queue,
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schema=JsonSchema(TextCompletionRequest)
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)
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self.llm_in = Subscriber(
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pulsar_host, text_completion_response_queue,
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"api-gateway", "api-gateway",
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JsonSchema(TextCompletionResponse)
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)
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self.prompt_out = Publisher(
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pulsar_host, prompt_request_queue,
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schema=JsonSchema(PromptRequest)
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)
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self.prompt_in = Subscriber(
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pulsar_host, prompt_response_queue,
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"api-gateway", "api-gateway",
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JsonSchema(PromptResponse)
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)
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self.graph_rag_out = Publisher(
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pulsar_host, graph_rag_request_queue,
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schema=JsonSchema(GraphRagQuery)
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)
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self.graph_rag_in = Subscriber(
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pulsar_host, graph_rag_response_queue,
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"api-gateway", "api-gateway",
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JsonSchema(GraphRagResponse)
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)
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self.triples_query_out = Publisher(
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pulsar_host, triples_request_queue,
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schema=JsonSchema(TriplesQueryRequest)
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)
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self.triples_query_in = Subscriber(
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pulsar_host, triples_response_queue,
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"api-gateway", "api-gateway",
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JsonSchema(TriplesQueryResponse)
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)
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self.agent_out = Publisher(
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pulsar_host, agent_request_queue,
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schema=JsonSchema(AgentRequest)
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)
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self.agent_in = Subscriber(
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pulsar_host, agent_response_queue,
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"api-gateway", "api-gateway",
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JsonSchema(AgentResponse)
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)
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self.embeddings_out = Publisher(
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pulsar_host, embeddings_request_queue,
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schema=JsonSchema(EmbeddingsRequest)
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)
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self.embeddings_in = Subscriber(
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pulsar_host, embeddings_response_queue,
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"api-gateway", "api-gateway",
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JsonSchema(EmbeddingsResponse)
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)
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self.app.add_routes([
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web.post("/api/v1/text-completion", self.llm),
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web.post("/api/v1/prompt", self.prompt),
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web.post("/api/v1/graph-rag", self.graph_rag),
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web.post("/api/v1/triples-query", self.triples_query),
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web.post("/api/v1/agent", self.agent),
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web.post("/api/v1/embeddings", self.embeddings),
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])
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async def llm(self, request):
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id = str(uuid.uuid4())
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try:
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data = await request.json()
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q = await self.llm_in.subscribe(id)
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await self.llm_out.send(
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id,
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TextCompletionRequest(
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system=data["system"],
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prompt=data["prompt"]
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)
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)
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try:
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resp = await asyncio.wait_for(q.get(), TIME_OUT)
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except:
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raise RuntimeError("Timeout waiting for response")
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if resp.error:
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return web.json_response(
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{ "error": resp.error.message }
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)
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return web.json_response(
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{ "response": resp.response }
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)
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except Exception as e:
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logging.error(f"Exception: {e}")
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return web.json_response(
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{ "error": str(e) }
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)
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finally:
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await self.llm_in.unsubscribe(id)
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async def prompt(self, request):
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id = str(uuid.uuid4())
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try:
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data = await request.json()
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q = await self.prompt_in.subscribe(id)
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terms = {
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k: json.dumps(v)
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for k, v in data["variables"].items()
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}
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await self.prompt_out.send(
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id,
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PromptRequest(
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id=data["id"],
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terms=terms
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)
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)
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try:
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resp = await asyncio.wait_for(q.get(), TIME_OUT)
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except:
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raise RuntimeError("Timeout waiting for response")
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if resp.error:
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return web.json_response(
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{ "error": resp.error.message }
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)
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if resp.object:
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return web.json_response(
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{ "object": resp.object }
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)
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return web.json_response(
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{ "text": resp.text }
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)
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except Exception as e:
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logging.error(f"Exception: {e}")
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return web.json_response(
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{ "error": str(e) }
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)
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finally:
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await self.prompt_in.unsubscribe(id)
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async def graph_rag(self, request):
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id = str(uuid.uuid4())
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try:
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data = await request.json()
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q = await self.graph_rag_in.subscribe(id)
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await self.graph_rag_out.send(
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id,
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GraphRagQuery(
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query=data["query"],
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user=data.get("user", "trustgraph"),
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collection=data.get("collection", "default"),
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)
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)
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try:
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resp = await asyncio.wait_for(q.get(), TIME_OUT)
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except:
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raise RuntimeError("Timeout waiting for response")
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if resp.error:
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return web.json_response(
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{ "error": resp.error.message }
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)
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return web.json_response(
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{ "response": resp.response }
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)
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except Exception as e:
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logging.error(f"Exception: {e}")
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return web.json_response(
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{ "error": str(e) }
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)
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finally:
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await self.graph_rag_in.unsubscribe(id)
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async def triples_query(self, request):
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id = str(uuid.uuid4())
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try:
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data = await request.json()
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q = await self.triples_query_in.subscribe(id)
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if "s" in data:
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if data["s"].startswith("http:") or data["s"].startswith("https:"):
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s = Value(value=data["s"], is_uri=True)
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else:
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s = Value(value=data["s"], is_uri=True)
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else:
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s = None
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if "p" in data:
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if data["p"].startswith("http:") or data["p"].startswith("https:"):
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p = Value(value=data["p"], is_uri=True)
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else:
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p = Value(value=data["p"], is_uri=True)
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else:
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p = None
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if "o" in data:
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if data["o"].startswith("http:") or data["o"].startswith("https:"):
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o = Value(value=data["o"], is_uri=True)
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else:
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o = Value(value=data["o"], is_uri=True)
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else:
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o = None
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limit = int(data.get("limit", 10000))
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await self.triples_query_out.send(
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id,
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TriplesQueryRequest(
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s = s, p = p, o = o,
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limit = limit,
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user = data.get("user", "trustgraph"),
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collection = data.get("collection", "default"),
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)
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)
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try:
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resp = await asyncio.wait_for(q.get(), TIME_OUT)
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except:
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raise RuntimeError("Timeout waiting for response")
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if resp.error:
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return web.json_response(
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{ "error": resp.error.message }
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)
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return web.json_response(
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{
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"response": [
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{
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"s": {
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"v": t.s.value,
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"e": t.s.is_uri,
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},
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"p": {
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"v": t.p.value,
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"e": t.p.is_uri,
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},
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"o": {
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"v": t.o.value,
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"e": t.o.is_uri,
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}
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}
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for t in resp.triples
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]
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}
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)
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except Exception as e:
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logging.error(f"Exception: {e}")
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return web.json_response(
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{ "error": str(e) }
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)
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finally:
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await self.graph_rag_in.unsubscribe(id)
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async def agent(self, request):
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id = str(uuid.uuid4())
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try:
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data = await request.json()
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q = await self.agent_in.subscribe(id)
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await self.agent_out.send(
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id,
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AgentRequest(
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question=data["question"],
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)
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)
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while True:
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try:
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resp = await asyncio.wait_for(q.get(), TIME_OUT)
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except:
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raise RuntimeError("Timeout waiting for response")
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if resp.error:
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return web.json_response(
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{ "error": resp.error.message }
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)
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if resp.answer: break
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if resp.thought: print("thought:", resp.thought)
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if resp.observation: print("observation:", resp.observation)
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if resp.answer:
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return web.json_response(
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{ "answer": resp.answer }
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)
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# Can't happen, ook at the logic
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raise RuntimeError("Strange state")
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except Exception as e:
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logging.error(f"Exception: {e}")
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return web.json_response(
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{ "error": str(e) }
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)
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finally:
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await self.agent_in.unsubscribe(id)
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async def embeddings(self, request):
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id = str(uuid.uuid4())
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try:
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data = await request.json()
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q = await self.embeddings_in.subscribe(id)
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await self.embeddings_out.send(
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id,
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EmbeddingsRequest(
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text=data["text"],
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)
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)
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try:
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resp = await asyncio.wait_for(q.get(), TIME_OUT)
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except:
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raise RuntimeError("Timeout waiting for response")
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if resp.error:
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return web.json_response(
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{ "error": resp.error.message }
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)
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return web.json_response(
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{ "vectors": resp.vectors }
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)
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except Exception as e:
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logging.error(f"Exception: {e}")
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return web.json_response(
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{ "error": str(e) }
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)
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finally:
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await self.embeddings_in.unsubscribe(id)
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async def app_factory(self):
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self.llm_pub_task = asyncio.create_task(self.llm_in.run())
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self.llm_sub_task = asyncio.create_task(self.llm_out.run())
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self.prompt_pub_task = asyncio.create_task(self.prompt_in.run())
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self.prompt_sub_task = asyncio.create_task(self.prompt_out.run())
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self.graph_rag_pub_task = asyncio.create_task(self.graph_rag_in.run())
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self.graph_rag_sub_task = asyncio.create_task(self.graph_rag_out.run())
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self.triples_query_pub_task = asyncio.create_task(
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self.triples_query_in.run()
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)
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self.triples_query_sub_task = asyncio.create_task(
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self.triples_query_out.run()
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)
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self.agent_pub_task = asyncio.create_task(self.agent_in.run())
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self.agent_sub_task = asyncio.create_task(self.agent_out.run())
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self.embeddings_pub_task = asyncio.create_task(
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self.embeddings_in.run()
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)
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self.embeddings_sub_task = asyncio.create_task(
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self.embeddings_out.run()
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)
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return self.app
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def run(self):
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web.run_app(self.app_factory(), port=self.port)
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a = Api()
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a.run()
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