diff --git a/docker-compose.yml b/docker-compose.yml index 2b6c2986f..e2c4fa010 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -41,6 +41,7 @@ services: required: false environment: - ENVIRONMENT=${ENVIRONMENT:-production} + - AI_SERVICE_URL=http://redbox_ai_service:8001 volumes: - /app/django_app/frontend/node_modules - ./django_app:/app/django_app/ @@ -175,6 +176,29 @@ services: condition: service_healthy restart: unless-stopped + redbox_ai_service: + build: + context: . + dockerfile: redbox_ai_service/Dockerfile + container_name: redbox_ai_service + ports: + - "8001:8001" + networks: + - redbox-app-network + env_file: + - path: tests/.env.integration + required: false + - path: .env + required: false + environment: + - ENV=local + depends_on: + redbox-django-app: + condition: service_healthy + mem_limit: 12g + cpus: 3 + restart: unless-stopped + networks: redbox-app-network: driver: bridge diff --git a/redbox/redbox/graph/agents/workers.py b/redbox/redbox/graph/agents/workers.py index 84e640f75..6d3d6c49b 100644 --- a/redbox/redbox/graph/agents/workers.py +++ b/redbox/redbox/graph/agents/workers.py @@ -1,9 +1,11 @@ +import httpx +import logging + from json import JSONDecodeError from langchain_core.runnables import RunnableLambda, RunnableParallel from redbox.chains.parser import ClaudeParser -from redbox.chains.runnables import create_chain_agent from redbox.graph.agents.base import Agent from redbox.graph.agents.configs import AgentConfig from redbox.graph.nodes.processes import build_activity_log_node @@ -11,6 +13,45 @@ from redbox.models.chain import RedboxState, configure_agent_task_plan from redbox.models.graph import RedboxActivityEvent from redbox.transform import join_result_with_token_limit +from redbox.models.settings import get_settings + +settings = get_settings() + + +class RemoteWorkerAgent(Agent): + """ + For the FastAPI service. + """ + + def __init__(self, agent_name: str, base_url: str): + self.agent_name = agent_name + self.base_url = base_url.rstrip("/") + self.logger = logging.getLogger(f"RemoteWorkerAgent[{agent_name}]") + + def invoke(self, state: RedboxState, task=None): + """ + Invokes remote agent. + `task` should be the task object containing `task.task` and `task.expected_output` + """ + url = f"{self.base_url}/invoke/{self.agent_name}" + + payload = state.model_dump() + if task: + payload["_task_info"] = { + "task": task.task, + "expected_output": task.expected_output, + } + + self.logger.warning(f"Invoking remote agent {self.agent_name} at {url}") + try: + response = httpx.post(url, json=payload, timeout=60) + response.raise_for_status() + result = response.json() + self.logger.warning(f"Remote agent {self.agent_name} returned successfully") + return result + except httpx.HTTPError as e: + self.logger.exception(f"Remote agent call failed: {e}") + raise RuntimeError(f"Remote agent call failed: {e}") from e class WorkerAgent(Agent): @@ -92,26 +133,34 @@ def core_task(self): @RunnableLambda def _core_task(input): state, task = input - worker_agent = create_chain_agent( - system_prompt=self.config.prompt.get_prompt, - use_metadata=self.config.prompt.prompt_vars.metadata, - using_chat_history=self.config.prompt.prompt_vars.chat_history, - parser=self.config.parser, - tools=self.config.tools, - _additional_variables={"task": task.task, "expected_output": task.expected_output}, - model=self.config.llm_backend, - use_knowledge_base=self.config.prompt.prompt_vars.knowledge_base_metadata, - ) - # worker_agent = llm_call(agent_config=self.config) - self.logger.warning(f"[{self.config.name}] Invoking worker agent...") - ai_msg = worker_agent.invoke(state) + + self.logger.warning(f"[{self.config.name}] Preparing worker agent...") + + # if getattr(self.config, "use_remote_agent", False): + from redbox.models.settings import get_settings + + settings = get_settings() + worker_agent = RemoteWorkerAgent(agent_name=self.config.name, base_url=settings.ai_service_url) + ai_msg = worker_agent.invoke(state, task=task) + # else: + # worker_agent = create_chain_agent( + # system_prompt=self.config.prompt.get_prompt, + # use_metadata=self.config.prompt.prompt_vars.metadata, + # using_chat_history=self.config.prompt.prompt_vars.chat_history, + # parser=self.config.parser, + # tools=self.config.tools, + # _additional_variables={"task": task.task, "expected_output": task.expected_output}, + # model=self.config.llm_backend, + # use_knowledge_base=self.config.prompt.prompt_vars.knowledge_base_metadata, + # ) + # ai_msg = worker_agent.invoke(state) self.logger.warning(f"[{self.config.name}] Worker agent output:\n{ai_msg}") # --- RUN TOOLS IN PARALLEL --- self.logger.warning(f"[{self.config.name}] Running tools via run_tools_parallel...") - result = run_tools_parallel(ai_msg, self.config.tools, state) + return (state, result, task) return _core_task.with_retry(stop_after_attempt=3) diff --git a/redbox/redbox/models/settings.py b/redbox/redbox/models/settings.py index 39506fc76..68f539b01 100644 --- a/redbox/redbox/models/settings.py +++ b/redbox/redbox/models/settings.py @@ -155,6 +155,8 @@ class Settings(BaseSettings): max_attempts: int = os.environ.get("MAX_ATTEMPTS", 3) + ai_service_url: str = os.environ.get("AI_SERVICE_URL", "") + # mcp caddy_mcp: MCPServerSettings = MCPServerSettings( name="caddy_mcp", diff --git a/redbox_ai_service/Dockerfile b/redbox_ai_service/Dockerfile new file mode 100644 index 000000000..65a031b90 --- /dev/null +++ b/redbox_ai_service/Dockerfile @@ -0,0 +1,33 @@ +FROM python:3.12-slim + +WORKDIR /app + +RUN apt-get update && apt-get install -y --no-install-recommends \ + build-essential \ + curl \ + && rm -rf /var/lib/apt/lists/* + +RUN pip install --no-cache-dir poetry poetry-plugin-bundle + +COPY redbox_ai_service/pyproject.toml redbox_ai_service/poetry.lock ./redbox_ai_service/ +COPY redbox/pyproject.toml redbox/poetry.lock ./redbox/ + +COPY django_app ./django_app +COPY redbox ./redbox + +COPY redbox_ai_service ./redbox_ai_service +COPY README.md ./README.md + +WORKDIR /app/redbox_ai_service + +ENV POETRY_VIRTUALENVS_IN_PROJECT=true \ + POETRY_NO_INTERACTION=1 \ + PYTHONPATH=/app + +RUN poetry install --no-interaction --no-ansi + +ENV PATH="/app/redbox_ai_service/.venv/bin:$PATH" + +EXPOSE 8001 + +CMD ["uvicorn", "redbox_ai_service.main:app", "--host", "0.0.0.0", "--port", "8001"] diff --git a/redbox_ai_service/README.md b/redbox_ai_service/README.md new file mode 100644 index 000000000..e69de29bb diff --git a/redbox_ai_service/__init__.py b/redbox_ai_service/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/redbox_ai_service/config.py b/redbox_ai_service/config.py new file mode 100644 index 000000000..e9e97fe4f --- /dev/null +++ b/redbox_ai_service/config.py @@ -0,0 +1,11 @@ +from redbox.graph.agents.configs import agent_configs, AgentConfig + + +def get_agent_config(name: str) -> AgentConfig: + """ + Fetch one of the pre-defined AgentConfig objects + """ + if name not in agent_configs: + raise KeyError(f"Agent {name} not found") + + return agent_configs[name] diff --git a/redbox_ai_service/main.py b/redbox_ai_service/main.py new file mode 100644 index 000000000..98485038d --- /dev/null +++ b/redbox_ai_service/main.py @@ -0,0 +1,35 @@ +from fastapi import FastAPI, HTTPException +from redbox.models.chain import RedboxState +from redbox.graph.agents.workers import WorkerAgent +from redbox_ai_service.config import get_agent_config + +app = FastAPI(title="Redbox AI Service") + + +@app.post("/invoke/{agent_name}") +def invoke(agent_name: str, payload: dict): + """ + Invoke a specific worker agent by name - gets payload of RedboxState + If _task_info exists, then it puts it into execution + """ + try: + state = RedboxState(**payload) + except Exception as e: + raise HTTPException(status_code=400, detail=f"Invalid state: {e}") + + try: + config = get_agent_config(agent_name) + except KeyError: + raise 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