update

app/backend/Dockerfile

@@ -0,0 +1,23 @@
+# pull official base image
+FROM python:3.11-slim
+
+# set working directory
+WORKDIR /usr/src/app
+
+# set environment variables
+ENV PYTHONDONTWRITEBYTECODE 1
+ENV PYTHONUNBUFFERED 1
+
+# install system dependencies
+RUN apt-get update \
+    && apt-get -y install build-essential netcat-traditional gcc postgresql \
+    && apt-get clean
+
+# install python dependencies
+RUN pip install --upgrade pip setuptools wheel -i https://pypi.tuna.tsinghua.edu.cn/simple
+RUN pip install pipenv -i https://pypi.tuna.tsinghua.edu.cn/simple 
+COPY ./Pipfile .
+RUN pipenv install --deploy --dev
+
+# add app
+COPY . .

app/backend/Pipfile

@@ -0,0 +1,23 @@
+[[source]]
+url = "https://pypi.org/simple"
+verify_ssl = true
+name = "pypi"
+
+[packages]
+fastapi = "*"
+pydantic = "*"
+uvicorn = "*"
+pydantic-settings = "==2.1.0"
+
+[dev-packages]
+httpx = "==0.26.0"
+pytest = "==7.4.4"
+pytest-cov = "==4.1.0"
+pytest-mock = "==3.10.0"
+flake8 = "==7.0.0"
+black = "==23.12.1"
+isort = "==5.13.2"
+ipykernel = "*"
+
+[requires]
+python_version = "3.11"

app/backend/api/ping.py

@@ -0,0 +1,15 @@
+from fastapi import APIRouter, Depends
+
+from config import get_settings, Settings
+
+
+router = APIRouter()
+
+
+@router.get("/ping")
+async def pong(settings: Settings = Depends(get_settings)):
+    return {
+        "ping": "pong!",
+        "environment": settings.environment,
+        "testing": settings.testing
+    }

app/backend/api/query.py

@@ -0,0 +1,10 @@
+from typing import List
+
+from fastapi import APIRouter
+
+from models.adaptive_rag.router import RouteQuery
+from models.adaptive_rag.grading import GradeAnswer, GradeDocuments, GradeHallucinations
+
+router = APIRouter()
+
+@router.post("/", response_model=SummaryResponseSchema, status_code=201)

app/backend/config.py

@@ -0,0 +1,18 @@
+import logging
+from functools import lru_cache
+
+from pydantic_settings import BaseSettings
+
+
+log = logging.getLogger("uvicorn")
+
+
+class Settings(BaseSettings):
+    environment: str = "dev"
+    testing: bool = 0
+
+
+@lru_cache()
+def get_settings() -> BaseSettings:
+    log.info("Loading config settings from the environment...")
+    return Settings()

app/backend/main.py

@@ -0,0 +1,24 @@
+import logging
+
+from fastapi import FastAPI, Depends
+
+from config import get_settings, Settings
+
+from api import ping, query
+
+log = logging.getLogger("uvicorn")
+
+
+def create_application() -> FastAPI:
+    application = FastAPI()
+    application.include_router(ping.router)
+    application.include_router(
+        query.router, prefix="/query", tags=["query"]
+    )
+
+    return application
+
+
+app = create_application()
+
+

app/backend/models/adaptive_rag/grading.py

@@ -0,0 +1,23 @@
+from pydantic import BaseModel, Field
+
+
+class GradeDocuments(BaseModel):
+    """Binary score for relevance check on retrieved documents."""
+
+    binary_score: str = Field(
+        description="Documents are relevant to the question, 'yes' or 'no'"
+    )
+
+class GradeHallucinations(BaseModel):
+    """Binary score for hallucination present in generation answer."""
+
+    binary_score: str = Field(
+        description="Answer is grounded in the facts, 'yes' or 'no'"
+    )
+
+class GradeAnswer(BaseModel):
+    """Binary score to assess answer addresses question."""
+
+    binary_score: str = Field(
+        description="Answer addresses the question, 'yes' or 'no'"
+    )

app/backend/models/adaptive_rag/output.py

@@ -0,0 +1,5 @@
+from pydantic import BaseModel
+
+class final_answer(BaseModel):
+    """Final answer to be returned to the user."""
+    answer: str

app/backend/models/adaptive_rag/router.py

@@ -0,0 +1,11 @@
+from typing import Literal
+from pydantic import BaseModel, Field
+
+
+class RouteQuery(BaseModel):
+    """Route a user query to the most relevant datasource."""
+
+    datasource: Literal["vectorstore", "web_search"] = Field(
+        ...,
+        description="Given a user question choose to route it to web search or a vectorstore.",
+    )

app/backend/tests/conftest.py

@@ -0,0 +1,23 @@
+import os
+
+import pytest
+from starlette.testclient import TestClient
+
+import main
+from config import get_settings, Settings
+
+
+def get_settings_override():
+    return Settings(testing=1)
+
+
+@pytest.fixture(scope="module")
+def test_app():
+    # set up
+    main.app.dependency_overrides[get_settings] = get_settings_override
+    with TestClient(main.app) as test_client:
+
+        # testing
+        yield test_client
+
+    # tear down

app/backend/tests/test_ping.py

@@ -0,0 +1,4 @@
+def test_ping(test_app):
+    response = test_app.get("/ping")
+    assert response.status_code == 200
+    assert response.json() == {"environment": "dev", "ping": "pong!", "testing": True}

app/docker-compose.yml

@@ -1,10 +1,24 @@
 version: "3.9"
 
 services:
-  streamlit:
+  # streamlit:
-    build: ./streamlit
+  #   build: ./streamlit
+  #   platform: linux/amd64
+  #   ports:
+  #     - "8501:8501"
+  #   volumes:
+  #     - ./llmops/src/rag_cot_evaluation/chroma_db:/app/llmops/src/rag_cot_evaluation/chroma_db
+
+  backend:
+    build:
+      context: ./backend
+      dockerfile: Dockerfile
     platform: linux/amd64
-    ports:
+    command: pipenv run uvicorn main:app --reload --workers 1 --host 0.0.0.0 --port 8000
-      - "8501:8501"
     volumes:
-      - ./llmops/src/rag_cot_evaluation/chroma_db:/app/llmops/src/rag_cot_evaluation/chroma_db
+      - ./backend:/usr/src/app
+    ports:
+      - "8004:8000"
+    environment:
+      - ENVIRONMENT=dev
+      - TESTING=0