297 lines
11 KiB
Python
297 lines
11 KiB
Python
import logging
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import os
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from typing import Dict, Any
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import uvicorn
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from fastapi import FastAPI
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from fastapi.responses import JSONResponse
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from pydantic import BaseModel
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from level_3.database.database import AsyncSessionLocal
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from level_3.database.database_crud import session_scope
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from vectorstore_manager import Memory
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from dotenv import load_dotenv
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# Set up logging
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logging.basicConfig(
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level=logging.INFO, # Set the logging level (e.g., DEBUG, INFO, WARNING, ERROR, CRITICAL)
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format="%(asctime)s [%(levelname)s] %(message)s", # Set the log message format
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)
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logger = logging.getLogger(__name__)
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load_dotenv()
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OPENAI_API_KEY = os.getenv("OPENAI_API_KEY", "")
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app = FastAPI(debug=True)
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from auth.cognito.JWTBearer import JWTBearer
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from auth.auth import jwks
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auth = JWTBearer(jwks)
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from fastapi import Depends
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class ImageResponse(BaseModel):
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success: bool
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message: str
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@app.get(
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"/",
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)
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async def root():
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"""
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Root endpoint that returns a welcome message.
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"""
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return {"message": "Hello, World, I am alive!"}
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@app.get("/health")
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def health_check():
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"""
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Health check endpoint that returns the server status.
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"""
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return {"status": "OK"}
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class Payload(BaseModel):
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payload: Dict[str, Any]
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def memory_factory(memory_type):
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load_dotenv()
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class Payload(BaseModel):
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payload: Dict[str, Any]
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@app.post("/{memory_type}/add-memory", response_model=dict)
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async def add_memory(
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payload: Payload,
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# files: List[UploadFile] = File(...),
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):
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try:
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logging.info(" Adding to Memory ")
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decoded_payload = payload.payload
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async with session_scope(session=AsyncSessionLocal()) as session:
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memory = await Memory.create_memory(decoded_payload["user_id"], session, namespace='SEMANTICMEMORY')
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# Adding a memory instance
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await memory.add_memory_instance(decoded_payload["memory_object"])
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# Managing memory attributes
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existing_user = await Memory.check_existing_user(decoded_payload["user_id"], session)
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await memory.manage_memory_attributes(existing_user)
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await memory.add_dynamic_memory_class(decoded_payload["memory_object"], decoded_payload["memory_object"].upper())
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memory_class = decoded_payload["memory_object"] + "_class"
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dynamic_memory_class = getattr(memory, memory_class.lower(), None)
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await memory.add_method_to_class(dynamic_memory_class, 'add_memories')
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# await memory.add_method_to_class(memory.semanticmemory_class, 'fetch_memories')
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output = await memory.dynamic_method_call(dynamic_memory_class, 'add_memories',
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observation='some_observation', params=decoded_payload["params"],
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loader_settings=decoded_payload["loader_settings"])
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return JSONResponse(content={"response": output}, status_code=200)
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except Exception as e:
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return JSONResponse(
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content={"response": {"error": str(e)}}, status_code=503
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)
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@app.post("/{memory_type}/fetch-memory", response_model=dict)
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async def fetch_memory(
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payload: Payload,
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# files: List[UploadFile] = File(...),
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):
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try:
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logging.info(" Adding to Memory ")
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decoded_payload = payload.payload
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async with session_scope(session=AsyncSessionLocal()) as session:
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memory = await Memory.create_memory(decoded_payload["user_id"], session, namespace='SEMANTICMEMORY')
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# Adding a memory instance
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await memory.add_memory_instance(decoded_payload["memory_object"])
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# Managing memory attributes
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existing_user = await Memory.check_existing_user(decoded_payload["user_id"], session)
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await memory.manage_memory_attributes(existing_user)
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await memory.add_dynamic_memory_class(decoded_payload["memory_object"], decoded_payload["memory_object"].upper())
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memory_class = decoded_payload["memory_object"] + "_class"
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dynamic_memory_class = getattr(memory, memory_class.lower(), None)
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await memory.add_method_to_class(dynamic_memory_class, 'add_memories')
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# await memory.add_method_to_class(memory.semanticmemory_class, 'fetch_memories')
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output = await memory.dynamic_method_call(dynamic_memory_class, 'fetch_memories',
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observation=decoded_payload['observation'])
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return JSONResponse(content={"response": output}, status_code=200)
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except Exception as e:
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return JSONResponse(
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content={"response": {"error": str(e)}}, status_code=503
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)
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@app.post("/{memory_type}/delete-memory", response_model=dict)
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async def delete_memory(
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payload: Payload,
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# files: List[UploadFile] = File(...),
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):
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try:
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logging.info(" Adding to Memory ")
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decoded_payload = payload.payload
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async with session_scope(session=AsyncSessionLocal()) as session:
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memory = await Memory.create_memory(decoded_payload["user_id"], session, namespace='SEMANTICMEMORY')
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# Adding a memory instance
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await memory.add_memory_instance(decoded_payload["memory_object"])
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# Managing memory attributes
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existing_user = await Memory.check_existing_user(decoded_payload["user_id"], session)
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await memory.manage_memory_attributes(existing_user)
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await memory.add_dynamic_memory_class(decoded_payload["memory_object"], decoded_payload["memory_object"].upper())
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memory_class = decoded_payload["memory_object"] + "_class"
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dynamic_memory_class = getattr(memory, memory_class.lower(), None)
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await memory.add_method_to_class(dynamic_memory_class, 'delete_memories')
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# await memory.add_method_to_class(memory.semanticmemory_class, 'fetch_memories')
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output = await memory.dynamic_method_call(dynamic_memory_class, 'delete_memories',
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namespace=decoded_payload["memory_object"].upper())
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return JSONResponse(content={"response": output}, status_code=200)
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except Exception as e:
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return JSONResponse(
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content={"response": {"error": str(e)}}, status_code=503
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)
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memory_list = ["episodic", "buffer", "semantic"]
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for memory_type in memory_list:
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memory_factory(memory_type)
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# @app.get("/available-buffer-actions", response_model=dict)
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# async def available_buffer_actions(
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# payload: Payload,
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# # files: List[UploadFile] = File(...),
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# ):
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# try:
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# decoded_payload = payload.payload
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#
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# Memory_ = Memory(user_id=decoded_payload["user_id"])
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#
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# await Memory_.async_init()
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#
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# # memory_class = getattr(Memory_, f"_delete_{memory_type}_memory", None)
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# output = await Memory_._available_operations()
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# return JSONResponse(content={"response": output}, status_code=200)
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#
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# except Exception as e:
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# return JSONResponse(content={"response": {"error": str(e)}}, status_code=503)
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# @app.post("/run-buffer", response_model=dict)
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# async def run_buffer(
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# payload: Payload,
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# # files: List[UploadFile] = File(...),
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# ):
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# try:
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# decoded_payload = payload.payload
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#
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# Memory_ = Memory(user_id=decoded_payload["user_id"])
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#
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# await Memory_.async_init()
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#
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# # memory_class = getattr(Memory_, f"_delete_{memory_type}_memory", None)
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# output = await Memory_._run_main_buffer(
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# user_input=decoded_payload["prompt"], params=decoded_payload["params"], attention_modulators=decoded_payload["attention_modulators"]
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# )
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# return JSONResponse(content={"response": output}, status_code=200)
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#
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# except Exception as e:
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# return JSONResponse(content={"response": {"error": str(e)}}, status_code=503)
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#
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#
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# @app.post("/buffer/create-context", response_model=dict)
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# async def create_context(
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# payload: Payload,
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# # files: List[UploadFile] = File(...),
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# ):
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# try:
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# decoded_payload = payload.payload
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#
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# Memory_ = Memory(user_id=decoded_payload["user_id"])
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#
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# await Memory_.async_init()
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#
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# # memory_class = getattr(Memory_, f"_delete_{memory_type}_memory", None)
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# output = await Memory_._create_buffer_context(
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# user_input=decoded_payload["prompt"], params=decoded_payload["params"], attention_modulators=decoded_payload["attention_modulators"]
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# )
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# return JSONResponse(content={"response": output}, status_code=200)
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#
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# except Exception as e:
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# return JSONResponse(content={"response": {"error": str(e)}}, status_code=503)
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#
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#
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# @app.post("/buffer/get-tasks", response_model=dict)
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# async def create_context(
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# payload: Payload,
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# # files: List[UploadFile] = File(...),
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# ):
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# try:
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# decoded_payload = payload.payload
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#
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# Memory_ = Memory(user_id=decoded_payload["user_id"])
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#
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# await Memory_.async_init()
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#
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# # memory_class = getattr(Memory_, f"_delete_{memory_type}_memory", None)
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# output = await Memory_._get_task_list(
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# user_input=decoded_payload["prompt"], params=decoded_payload["params"], attention_modulators=decoded_payload["attention_modulators"]
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# )
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# return JSONResponse(content={"response": output}, status_code=200)
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#
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# except Exception as e:
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# return JSONResponse(content={"response": {"error": str(e)}}, status_code=503)
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#
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#
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# @app.post("/buffer/provide-feedback", response_model=dict)
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# async def provide_feedback(
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# payload: Payload,
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# # files: List[UploadFile] = File(...),
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# ):
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# try:
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# decoded_payload = payload.payload
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#
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# Memory_ = Memory(user_id=decoded_payload["user_id"])
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#
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# await Memory_.async_init()
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#
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# # memory_class = getattr(Memory_, f"_delete_{memory_type}_memory", None)
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# if decoded_payload["total_score"] is None:
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#
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# output = await Memory_._provide_feedback(
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# user_input=decoded_payload["prompt"], params=decoded_payload["params"], attention_modulators=None, total_score=decoded_payload["total_score"]
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# )
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# return JSONResponse(content={"response": output}, status_code=200)
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# else:
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# output = await Memory_._provide_feedback(
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# user_input=decoded_payload["prompt"], params=decoded_payload["params"], attention_modulators=decoded_payload["attention_modulators"], total_score=None
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# )
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# return JSONResponse(content={"response": output}, status_code=200)
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#
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#
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# except Exception as e:
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# return JSONResponse(content={"response": {"error": str(e)}}, status_code=503)
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def start_api_server(host: str = "0.0.0.0", port: int = 8000):
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"""
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Start the API server using uvicorn.
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Parameters:
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host (str): The host for the server.
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port (int): The port for the server.
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"""
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try:
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logger.info(f"Starting server at {host}:{port}")
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uvicorn.run(app, host=host, port=port)
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except Exception as e:
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logger.exception(f"Failed to start server: {e}")
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# Here you could add any cleanup code or error recovery code.
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if __name__ == "__main__":
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start_api_server()
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