From 92e0b60618841ffbcc85b7f589347560dd10cd15 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dar=C3=B3czi=20Levente?= Date: Mon, 1 Dec 2025 12:53:56 +0200 Subject: [PATCH 01/12] dependency installed --- main.py | 10 + poetry.lock | 684 ++++++++++++++++++++++++++++++++++++++++++++++++- pyproject.toml | 3 +- 3 files changed, 695 insertions(+), 2 deletions(-) create mode 100644 main.py diff --git a/main.py b/main.py new file mode 100644 index 0000000..aa37e33 --- /dev/null +++ b/main.py @@ -0,0 +1,10 @@ +from fastapi import FastAPI + +app = FastAPI() + +@app.get("/") +def read_root(): + """ + A simple root endpoint. + """ + return {"Hello": "World"} \ No newline at end of file diff --git a/poetry.lock b/poetry.lock index 632b54f..154d939 100644 --- a/poetry.lock +++ b/poetry.lock @@ -170,6 +170,18 @@ files = [ frozenlist = ">=1.1.0" typing-extensions = {version = ">=4.2", markers = "python_version < \"3.13\""} +[[package]] +name = "annotated-doc" +version = "0.0.4" +description = "Document parameters, class attributes, return types, and variables inline, with Annotated." +optional = false +python-versions = ">=3.8" +groups = ["main"] +files = [ + {file = "annotated_doc-0.0.4-py3-none-any.whl", hash = "sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320"}, + {file = "annotated_doc-0.0.4.tar.gz", hash = "sha256:fbcda96e87e9c92ad167c2e53839e57503ecfda18804ea28102353485033faa4"}, +] + [[package]] name = "annotated-types" version = "0.7.0" @@ -835,6 +847,27 @@ files = [ {file = "distro-1.9.0.tar.gz", hash = "sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed"}, ] +[[package]] +name = "dnspython" +version = "2.8.0" +description = "DNS toolkit" +optional = false +python-versions = ">=3.10" +groups = ["main"] +files = [ + {file = "dnspython-2.8.0-py3-none-any.whl", hash = "sha256:01d9bbc4a2d76bf0db7c1f729812ded6d912bd318d3b1cf81d30c0f845dbf3af"}, + {file = "dnspython-2.8.0.tar.gz", hash = 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["poetry-core>=2.0.0,<3.0.0"] From a01e5da6cbf7a1ba87208698b5f175bff01db758 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dar=C3=B3czi=20Levente?= Date: Mon, 1 Dec 2025 14:40:06 +0200 Subject: [PATCH 02/12] service + app + serve done --- galacticview_bot/__init__.py | 8 +++--- cli.py => galacticview_bot/cli.py | 0 main.py | 10 -------- pyproject.toml | 4 +-- server/__init__.py | 0 server/dto/__init__.py | 2 ++ server/dto/chat_type_in.py | 6 +++++ server/dto/chat_type_out.py | 7 ++++++ server/serve.py | 34 +++++++++++++++++++++++++ server/service.py | 42 +++++++++++++++++++++++++++++++ 10 files changed, 98 insertions(+), 15 deletions(-) rename cli.py => galacticview_bot/cli.py (100%) delete mode 100644 main.py create mode 100644 server/__init__.py create mode 100644 server/dto/__init__.py create mode 100644 server/dto/chat_type_in.py create mode 100644 server/dto/chat_type_out.py create mode 100644 server/serve.py create mode 100644 server/service.py diff --git a/galacticview_bot/__init__.py b/galacticview_bot/__init__.py index cbd5b17..03fe0f0 100644 --- a/galacticview_bot/__init__.py +++ b/galacticview_bot/__init__.py @@ -1,3 +1,5 @@ +from .agents import app as AgentApp + import os import sys from dotenv import load_dotenv @@ -18,9 +20,9 @@ def setup_logging() -> None: pass logger.add( - sink=sys.stdout, - level=log_level, - format="{time:YYYY-MM-DD HH:mm:ss} | {level: <8} | {name}:{function}:{line} - {message}" + sink=sys.stdout, + level=log_level, + format="{time:YYYY-MM-DD HH:mm:ss} | {level: <8} | {name}:{function}:{line} - {message}" ) setup_logging() \ No newline at end of file diff --git a/cli.py b/galacticview_bot/cli.py similarity index 100% rename from cli.py rename to galacticview_bot/cli.py diff --git a/main.py b/main.py deleted file mode 100644 index aa37e33..0000000 --- a/main.py +++ /dev/null @@ -1,10 +0,0 @@ -from fastapi import FastAPI - -app = FastAPI() - -@app.get("/") -def read_root(): - """ - A simple root endpoint. - """ - return {"Hello": "World"} \ No newline at end of file diff --git a/pyproject.toml b/pyproject.toml index caf49df..59301f6 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -23,8 +23,8 @@ dependencies = [ [project.scripts] # Optional console script to run the CLI: `poetry run galacticview_cli` -galacticview_cli = "cli:main" -galacticview_app = "main:app" +galacticview_cli = "galacticview_bot.cli:main" +galacticview_app = "server.serve:main" [build-system] requires = ["poetry-core>=2.0.0,<3.0.0"] diff --git a/server/__init__.py b/server/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/server/dto/__init__.py b/server/dto/__init__.py new file mode 100644 index 0000000..0b24339 --- /dev/null +++ b/server/dto/__init__.py @@ -0,0 +1,2 @@ +from .chat_type_in import ChatTypeIn as ChatTypeIn +from .chat_type_out import ChatTypeOut as ChatTypeOut \ No newline at end of file diff --git a/server/dto/chat_type_in.py b/server/dto/chat_type_in.py new file mode 100644 index 0000000..f2d0c2a --- /dev/null +++ b/server/dto/chat_type_in.py @@ -0,0 +1,6 @@ +from pydantic import BaseModel + +class ChatTypeIn(BaseModel): + """Data transfer object for chat type input.""" + question: str + datetime: str \ No newline at end of file diff --git a/server/dto/chat_type_out.py b/server/dto/chat_type_out.py new file mode 100644 index 0000000..4adf070 --- /dev/null +++ b/server/dto/chat_type_out.py @@ -0,0 +1,7 @@ +from pydantic import BaseModel + +class ChatTypeOut(BaseModel): + """Data transfer object for chat type output.""" + title: str + content: str + key_metrics: list[str] diff --git a/server/serve.py b/server/serve.py new file mode 100644 index 0000000..fce97a9 --- /dev/null +++ b/server/serve.py @@ -0,0 +1,34 @@ +from fastapi import FastAPI +import uvicorn + +from .service import chat_ask_question + +from .dto import ChatTypeIn, ChatTypeOut + +app = FastAPI() + +@app.get("/") +def read_root() -> dict[str, str]: + """ + A simple root endpoint. + """ + return {"Hello": "World"} + +@app.post("/chat") +def chat_endpoint(request: ChatTypeIn) -> ChatTypeOut: + """ + A placeholder chat endpoint that would interact with the agent. + """ + response_data: ChatTypeOut = chat_ask_question(request) + return response_data + + +def main() -> None: + """ + Main function to run the FastAPI app using Uvicorn. + """ + uvicorn.run("server.serve:app", host="0.0.0.0", port=8000, reload=True) + + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/server/service.py b/server/service.py new file mode 100644 index 0000000..4bfb514 --- /dev/null +++ b/server/service.py @@ -0,0 +1,42 @@ +from galacticview_bot import AgentApp +from .dto import ChatTypeIn, ChatTypeOut + +from langchain_core.messages import SystemMessage, HumanMessage + +import json + +def chat_ask_question(chat_input: ChatTypeIn): + """ + Function to ask a question to the agent and get a response. + """ + question = chat_input.question + + sys_msg = SystemMessage( + content="You are a friendly and knowledgeable space enthusiast. Provide detailed and accurate information about space-related topics, including key metrics where applicable." + ) + + inputs = {"messages": [sys_msg, HumanMessage(content=question)]} + + response_data: ChatTypeOut = ChatTypeOut( + title="", + content="", + key_metrics=[] + ) + + try: + thread_id = "aerospace-agent-thread-001" + + config = { + "configurable": {"thread_id": thread_id}, + "recursion_limit": 50 + } + + for event in AgentApp.stream(inputs, config=config): # type: ignore + for key, value in event.items(): + if key == "formatter": + raw_json = value["messages"][0].content + response_data = ChatTypeOut(**json.loads(raw_json)) + return response_data + + except Exception as e: + return {"error": str(e)} From 65f5d0cd4c1801623e0aba7759881e9304d64da9 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dar=C3=B3czi=20Levente?= Date: Mon, 1 Dec 2025 14:44:09 +0200 Subject: [PATCH 03/12] fix lint errors --- galacticview_bot/__init__.py | 2 +- server/service.py | 10 ++++++---- 2 files changed, 7 insertions(+), 5 deletions(-) diff --git a/galacticview_bot/__init__.py b/galacticview_bot/__init__.py index 03fe0f0..862b9d7 100644 --- a/galacticview_bot/__init__.py +++ b/galacticview_bot/__init__.py @@ -1,4 +1,4 @@ -from .agents import app as AgentApp +from .agents import app as app import os import sys diff --git a/server/service.py b/server/service.py index 4bfb514..586b23e 100644 --- a/server/service.py +++ b/server/service.py @@ -1,11 +1,11 @@ -from galacticview_bot import AgentApp +from galacticview_bot import app from .dto import ChatTypeIn, ChatTypeOut from langchain_core.messages import SystemMessage, HumanMessage import json -def chat_ask_question(chat_input: ChatTypeIn): +def chat_ask_question(chat_input: ChatTypeIn) -> ChatTypeOut: """ Function to ask a question to the agent and get a response. """ @@ -31,7 +31,7 @@ def chat_ask_question(chat_input: ChatTypeIn): "recursion_limit": 50 } - for event in AgentApp.stream(inputs, config=config): # type: ignore + for event in app.stream(inputs, config=config): # type: ignore for key, value in event.items(): if key == "formatter": raw_json = value["messages"][0].content @@ -39,4 +39,6 @@ def chat_ask_question(chat_input: ChatTypeIn): return response_data except Exception as e: - return {"error": str(e)} + return ChatTypeOut(title="Error", content=str(e), key_metrics=[]) + + return response_data From 9dca0dd68aa142e0e3b0827d40cf46c4c185b97f Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dar=C3=B3czi=20Levente?= Date: Mon, 1 Dec 2025 21:41:02 +0200 Subject: [PATCH 04/12] remove / --- server/serve.py | 7 ------- 1 file changed, 7 deletions(-) diff --git a/server/serve.py b/server/serve.py index fce97a9..c8db2f5 100644 --- a/server/serve.py +++ b/server/serve.py @@ -7,13 +7,6 @@ app = FastAPI() -@app.get("/") -def read_root() -> dict[str, str]: - """ - A simple root endpoint. - """ - return {"Hello": "World"} - @app.post("/chat") def chat_endpoint(request: ChatTypeIn) -> ChatTypeOut: """ From ef81b0bd3d1f0528d191d6aade91f7df43eb9bb1 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dar=C3=B3czi=20Levente?= Date: Mon, 1 Dec 2025 21:52:16 +0200 Subject: [PATCH 05/12] readme update --- README.md | 98 ++++++++++++++++++++++++++++++++----------------------- 1 file changed, 57 insertions(+), 41 deletions(-) diff --git a/README.md b/README.md index 887df48..237bea5 100644 --- a/README.md +++ b/README.md @@ -2,6 +2,7 @@ ![Python](https://img.shields.io/badge/Python-3.12%2B-blue?style=for-the-badge&logo=python&logoColor=white) ![Poetry](https://img.shields.io/badge/Poetry-Package%20Manager-blueviolet?style=for-the-badge&logo=poetry&logoColor=white) +![FastAPI](https://img.shields.io/badge/FastAPI-005571?style=for-the-badge&logo=fastapi) ![Groq](https://img.shields.io/badge/Groq-Fast%20Inference-f55036?style=for-the-badge) ![LangGraph](https://img.shields.io/badge/LangGraph-Agent%20Orchestration-1c2c4c?style=for-the-badge) ![Tavily](https://img.shields.io/badge/Tavily-Search%20Tool-000000?style=for-the-badge) @@ -12,13 +13,18 @@ ## ๐Ÿ“– Overview -This repository houses the intelligent backend for the [GalacticView](https://github.com/levilevente/GalacticView) ecosystem. +This repository houses the intelligent backend for the [GalacticView](https://github.com/levilevente/GalacticView) ecosystem. -Unlike standard chatbots, this agent is built using **LangGraph**, allowing it to perform complex reasoning loops. It leverages **Groq** for ultra-fast Llama 3.1 inference and utilizes **Tavily** to search the internet for real-time astronomical data and news, ensuring answers are not limited to the model's training cutoff. +It provides two modes of interaction: +1. **CLI Tool:** For testing and direct interaction in the terminal. +2. **REST API Server:** A backend service that exposes the agent to the frontend application. + +The core agent logic is encapsulated in the `galacticview_bot` package, leveraging **LangGraph** for reasoning loops and **Groq** for high-speed inference. ### ๐Ÿ›  Tech Stack * **Language:** Python +* **Web Framework:** FastAPI (Server) * **Orchestration:** LangGraph (LangChain) * **Inference Engine:** Groq API * **Model:** Llama 3.1 (via Groq) @@ -36,18 +42,16 @@ Before running the agent, ensure you have the necessary tools and API keys. * **Poetry:** [Installation Guide](https://python-poetry.org/docs/#installation). ### 2. Obtain API Keys -Since this agent runs on the cloud, you need keys for the inference engine and the search tool: - -* **Groq API Key:** Sign up at [console.groq.com](https://console.groq.com) to use Llama 3.1. -* **Tavily API Key:** Sign up at [tavily.com](https://tavily.com) to enable internet search capabilities. +* **Groq API Key:** Sign up at [console.groq.com](https://console.groq.com). +* **Tavily API Key:** Sign up at [tavily.com](https://tavily.com). --- -## ๐Ÿš€ Installation & Usage +## ๐Ÿš€ Installation & Configuration 1. **Clone the Repository** ```bash - git clone https://github.com/levilevente/GalacticView-agent.git + git clone [https://github.com/levilevente/GalacticView-agent.git](https://github.com/levilevente/GalacticView-agent.git) cd GalacticView-agent ``` @@ -63,56 +67,68 @@ Since this agent runs on the cloud, you need keys for the inference engine and t # .env file content GROQ_API_KEY=gsk_your_groq_key_here TAVILY_API_KEY=tvly-your_tavily_key_here - MODEL_NAME=llama-3.1 - LLM_LOCAL=False #LLM_LOCAL=True in case you have a local llama3.1 running. + MODEL_NAME=llama-3.1-70b-versatile + LLM_LOCAL=False # Set to True if using a local Ollama instance ``` - +--- -4. **Run the Agent** - Enter the Poetry shell or run the script directly. - ```bash - # Run the main entry point - poetry run galacticview - ``` +## ๐Ÿ’ป Usage ---- +You can run the application in two ways using the scripts defined in `pyproject.toml`. + +### Option 1: Run the CLI (Command Line Interface) +Best for testing the agent logic directly in your terminal. +```bash +poetry run galacticview_cli +``` -## ๐Ÿงช Example Usage +### Option 2: Run the API Server +Starts the web server (located in `server/serve.py`) to accept HTTP requests. +```bash +poetry run galacticview_app +``` + +## ๐Ÿ“ก API Documentation -Once running, the agent can answer static questions or perform research. +When running the server (`poetry run galacticview_app`), the agent logic is exposed via a REST endpoint. -**Input:** -> "What is the latest news about the Artemis mission?" +`POST /chat` -**Agent Logic:** -1. *LangGraph* detects the need for recent information. -2. Calls *Tavily* to search the web for "latest Artemis mission updates". -3. *Groq (Llama 3.1)* synthesizes the search results. +Receives a user question and returns the structured agent response. + +#### Request +```JSON +{ + "question": "How many starts are aproximately between earth and moon?", + "datetime": "2025-12-01" +} +``` -**Agent Response:** -```json +#### Response +```JSON { - "content": "The Artemis mission has been delayed due to damage found to the heat shield of the uncrewed Orion capsule. Artemis 2 remains on track for late 2024, but Artemis 3 has been pushed back to mid-2027.", - "key_metrics": [ - "Artemis 2: late 2024", - "Artemis 3: mid-2027" - ], - "title": "Artemis Mission Delay" + "title": "Stars and the Moon", + "content": "There are no stars between Earth and the Moon. The closest star, Proxima Centauri, is over 4 light-years away. This means that the Moon is in the Earth's shadow and does not reflect the light of any nearby stars. The Moon's surface is illuminated by the Sun's light, which is the only star that is close enough to be visible from the Moon.", + "key_metrics": [ + "4 light-years", + "Proxima Centauri", + "Earth's shadow" + ] } ``` +## ๐Ÿง  Agent Logic +Structure (for more details see `agents.py`): ---- +1. Input: The agent receives a query via the CLI or API. -## ๐Ÿ”— Integration Roadmap +2. Reasoning (LangGraph): The agent determines if it has the internal knowledge to answer or if it needs external information. -This agent is designed to connect with the **GalacticView Frontend**. -* **Current Status:** CLI-based Agent with Search Tools. -* **Next Steps:** Wrap the LangGraph workflow in a REST API (FastAPI) to allow the React frontend to send requests and receive streaming answers. +3. Tool Usage (Tavily): If the topic requires current events (e.g., "news today"), it calls the Tavily Search API. ---- +4. Synthesis (Groq): The LLM synthesizes the search results into a structured JSON format containing a summary, title, and key metrics. ## ๐Ÿ“„ License -This project is licensed under the Apache License 2.0 - see the [LICENSE](LICENSE) file for details. \ No newline at end of file +This project is licensed under the Apache License 2.0 - see the [LICENSE](LICENSE) file for details. \ No newline at end of file From 15e21b2b78ce7b3d7034661a3aae6ad9466d0ad7 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dar=C3=B3czi=20Levente?= Date: Mon, 1 Dec 2025 21:52:38 +0200 Subject: [PATCH 06/12] update 2 --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 237bea5..b42a601 100644 --- a/README.md +++ b/README.md @@ -51,7 +51,7 @@ Before running the agent, ensure you have the necessary tools and API keys. 1. **Clone the Repository** ```bash - git clone [https://github.com/levilevente/GalacticView-agent.git](https://github.com/levilevente/GalacticView-agent.git) + git clone https://github.com/levilevente/GalacticView-agent.git cd GalacticView-agent ``` From bdaa582031c3264b7debc7e8ba4770e5bef34713 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dar=C3=B3czi=20Levente?= Date: Mon, 1 Dec 2025 22:01:49 +0200 Subject: [PATCH 07/12] resolved comments on PR --- galacticview_bot/__init__.py | 1 + galacticview_bot/cli.py | 7 ++----- galacticview_bot/system_messages.py | 5 +++++ pyproject.toml | 2 +- server/dto/chat_type_in.py | 8 ++++++-- server/serve.py | 10 ++++++++-- server/service.py | 10 +++------- 7 files changed, 26 insertions(+), 17 deletions(-) create mode 100644 galacticview_bot/system_messages.py diff --git a/galacticview_bot/__init__.py b/galacticview_bot/__init__.py index 862b9d7..9f7c0c7 100644 --- a/galacticview_bot/__init__.py +++ b/galacticview_bot/__init__.py @@ -1,4 +1,5 @@ from .agents import app as app +from .system_messages import sys_msg as sys_msg import os import sys diff --git a/galacticview_bot/cli.py b/galacticview_bot/cli.py index 5d52286..bb38964 100644 --- a/galacticview_bot/cli.py +++ b/galacticview_bot/cli.py @@ -1,8 +1,9 @@ import json -from langchain_core.messages import SystemMessage, HumanMessage +from langchain_core.messages import HumanMessage from galacticview_bot.agents import app +from .system_messages import sys_msg from loguru import logger @@ -13,10 +14,6 @@ def main() -> int: # replace this with user input or an API endpoint. user_q = "What is the latest news about the Artemis mission?" - # initial System Prompt to set persona - sys_msg = SystemMessage( - content="You are a friendly and knowledgeable space enthusiast. Provide detailed and accurate information about space-related topics, including key metrics where applicable." - ) inputs = {"messages": [sys_msg, HumanMessage(content=user_q)]} diff --git a/galacticview_bot/system_messages.py b/galacticview_bot/system_messages.py new file mode 100644 index 0000000..7a01db2 --- /dev/null +++ b/galacticview_bot/system_messages.py @@ -0,0 +1,5 @@ +from langchain_core.messages import SystemMessage + +sys_msg = SystemMessage( + content="You are a friendly and knowledgeable space enthusiast. Provide detailed and accurate information about space-related topics, including key metrics where applicable." + ) \ No newline at end of file diff --git a/pyproject.toml b/pyproject.toml index 59301f6..7b3fb11 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -24,7 +24,7 @@ dependencies = [ [project.scripts] # Optional console script to run the CLI: `poetry run galacticview_cli` galacticview_cli = "galacticview_bot.cli:main" -galacticview_app = "server.serve:main" +galacticview_app = "server.serve:app" [build-system] requires = ["poetry-core>=2.0.0,<3.0.0"] diff --git a/server/dto/chat_type_in.py b/server/dto/chat_type_in.py index f2d0c2a..3df2c8e 100644 --- a/server/dto/chat_type_in.py +++ b/server/dto/chat_type_in.py @@ -1,6 +1,10 @@ from pydantic import BaseModel +from datetime import datetime + +from pydantic import Field + class ChatTypeIn(BaseModel): """Data transfer object for chat type input.""" - question: str - datetime: str \ No newline at end of file + question: str = Field(..., min_length=1, max_length=512) + datetime: datetime \ No newline at end of file diff --git a/server/serve.py b/server/serve.py index c8db2f5..ed4b7c2 100644 --- a/server/serve.py +++ b/server/serve.py @@ -1,6 +1,9 @@ from fastapi import FastAPI import uvicorn +from dotenv import load_dotenv +import os + from .service import chat_ask_question from .dto import ChatTypeIn, ChatTypeOut @@ -10,7 +13,7 @@ @app.post("/chat") def chat_endpoint(request: ChatTypeIn) -> ChatTypeOut: """ - A placeholder chat endpoint that would interact with the agent. + Process chat questions using the agent and return structured responses. """ response_data: ChatTypeOut = chat_ask_question(request) return response_data @@ -20,7 +23,10 @@ def main() -> None: """ Main function to run the FastAPI app using Uvicorn. """ - uvicorn.run("server.serve:app", host="0.0.0.0", port=8000, reload=True) + load_dotenv() + + reload = os.getenv("ENVIRONMENT", "prod") == "dev" + uvicorn.run("server.serve:app", host="127.0.0.1", port=8000, reload=reload) if __name__ == "__main__": diff --git a/server/service.py b/server/service.py index 586b23e..87909d5 100644 --- a/server/service.py +++ b/server/service.py @@ -1,4 +1,4 @@ -from galacticview_bot import app +from galacticview_bot import app, sys_msg from .dto import ChatTypeIn, ChatTypeOut from langchain_core.messages import SystemMessage, HumanMessage @@ -11,10 +11,6 @@ def chat_ask_question(chat_input: ChatTypeIn) -> ChatTypeOut: """ question = chat_input.question - sys_msg = SystemMessage( - content="You are a friendly and knowledgeable space enthusiast. Provide detailed and accurate information about space-related topics, including key metrics where applicable." - ) - inputs = {"messages": [sys_msg, HumanMessage(content=question)]} response_data: ChatTypeOut = ChatTypeOut( @@ -28,7 +24,7 @@ def chat_ask_question(chat_input: ChatTypeIn) -> ChatTypeOut: config = { "configurable": {"thread_id": thread_id}, - "recursion_limit": 50 + "recursion_limit": 50 } for event in app.stream(inputs, config=config): # type: ignore @@ -39,6 +35,6 @@ def chat_ask_question(chat_input: ChatTypeIn) -> ChatTypeOut: return response_data except Exception as e: - return ChatTypeOut(title="Error", content=str(e), key_metrics=[]) + return ChatTypeOut(title="Error", content="Error occurred while processing the request.", key_metrics=[]) return response_data From 95da6502f7a448a5e9fe912e7b396cd886540b33 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dar=C3=B3czi=20Levente?= Date: Mon, 1 Dec 2025 22:02:18 +0200 Subject: [PATCH 08/12] fix lint --- server/service.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/server/service.py b/server/service.py index 87909d5..d402fc6 100644 --- a/server/service.py +++ b/server/service.py @@ -1,7 +1,7 @@ from galacticview_bot import app, sys_msg from .dto import ChatTypeIn, ChatTypeOut -from langchain_core.messages import SystemMessage, HumanMessage +from langchain_core.messages import HumanMessage import json @@ -34,7 +34,7 @@ def chat_ask_question(chat_input: ChatTypeIn) -> ChatTypeOut: response_data = ChatTypeOut(**json.loads(raw_json)) return response_data - except Exception as e: + except Exception: return ChatTypeOut(title="Error", content="Error occurred while processing the request.", key_metrics=[]) return response_data From f13a90f8c78167ed6c5686014a3625354a13cb10 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dar=C3=B3czi=20Levente?= Date: Mon, 1 Dec 2025 22:05:33 +0200 Subject: [PATCH 09/12] fix thread number generating --- server/service.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/server/service.py b/server/service.py index d402fc6..d330af6 100644 --- a/server/service.py +++ b/server/service.py @@ -4,6 +4,7 @@ from langchain_core.messages import HumanMessage import json +import uuid def chat_ask_question(chat_input: ChatTypeIn) -> ChatTypeOut: """ @@ -20,7 +21,7 @@ def chat_ask_question(chat_input: ChatTypeIn) -> ChatTypeOut: ) try: - thread_id = "aerospace-agent-thread-001" + thread_id = f"aerospace-agent-thread-{uuid.uuid4()}" config = { "configurable": {"thread_id": thread_id}, From bd0529709ae31d24590bfb69f207011e24795ab6 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dar=C3=B3czi=20Levente?= Date: Mon, 1 Dec 2025 22:31:57 +0200 Subject: [PATCH 10/12] added rate limiter, field validation --- README.md | 4 +- poetry.lock | 186 ++++++++++++++++++++++++++++++++++++- pyproject.toml | 1 + server/dto/chat_type_in.py | 19 +++- server/serve.py | 41 ++++++-- server/service.py | 14 ++- 6 files changed, 246 insertions(+), 19 deletions(-) diff --git a/README.md b/README.md index b42a601..0212acd 100644 --- a/README.md +++ b/README.md @@ -100,8 +100,8 @@ Receives a user question and returns the structured agent response. #### Request ```JSON { - "question": "How many starts are aproximately between earth and moon?", - "datetime": "2025-12-01" + "question": "How many stars are approximately between earth and moon?", + "datetime": "2025-12-01" } ``` diff --git a/poetry.lock b/poetry.lock index 154d939..caded46 100644 --- a/poetry.lock +++ b/poetry.lock @@ -835,6 +835,24 @@ primp = ">=0.15.0" [package.extras] dev = ["lxml-stubs", "mypy (>=1.17.1)", "pre-commit", "pytest (>=8.4.1)", "pytest-dependency (>=0.6.0)", "ruff (>=0.13.0)", "types-Pygments", "types-pexpect"] +[[package]] +name = "deprecated" +version = "1.3.1" +description = "Python @deprecated decorator to deprecate old python classes, functions or methods." +optional = false +python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7" +groups = ["main"] +files = [ + {file = 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"slowapi (>=0.1.9,<0.2.0)", ] [project.scripts] diff --git a/server/dto/chat_type_in.py b/server/dto/chat_type_in.py index 3df2c8e..ead5181 100644 --- a/server/dto/chat_type_in.py +++ b/server/dto/chat_type_in.py @@ -1,10 +1,21 @@ -from pydantic import BaseModel - +from pydantic import BaseModel, Field, field_validator from datetime import datetime +import re -from pydantic import Field class ChatTypeIn(BaseModel): """Data transfer object for chat type input.""" question: str = Field(..., min_length=1, max_length=512) - datetime: datetime \ No newline at end of file + date: datetime = Field(default_factory=datetime.now) + + @field_validator('question') + @classmethod + def sanitize_question(cls, v: str) -> str: + v = v.strip() + + v = re.sub('<[^<]+?>', '', v) + + if not v: + raise ValueError('Question cannot be empty or whitespace only') + + return v \ No newline at end of file diff --git a/server/serve.py b/server/serve.py index ed4b7c2..a9f5ade 100644 --- a/server/serve.py +++ b/server/serve.py @@ -1,33 +1,56 @@ -from fastapi import FastAPI +from fastapi import FastAPI, Request +from fastapi.middleware.cors import CORSMiddleware +from slowapi import Limiter, _rate_limit_exceeded_handler +from slowapi.util import get_remote_address +from slowapi.errors import RateLimitExceeded import uvicorn -from dotenv import load_dotenv import os from .service import chat_ask_question from .dto import ChatTypeIn, ChatTypeOut +# get_remote_address uses the user's IP to track usage +limiter = Limiter(key_func=get_remote_address) + + app = FastAPI() +app.state.limiter = limiter +app.add_exception_handler(RateLimitExceeded, _rate_limit_exceeded_handler) + +app.add_middleware( + CORSMiddleware, + allow_origins=["*"], + allow_credentials=True, + allow_methods=["*"], + allow_headers=["*"], +) + + @app.post("/chat") -def chat_endpoint(request: ChatTypeIn) -> ChatTypeOut: +@limiter.limit("7/minute") +def chat_endpoint(request: Request, body: ChatTypeIn) -> ChatTypeOut: """ Process chat questions using the agent and return structured responses. + Rate limited to 7 requests per minute per IP. """ - response_data: ChatTypeOut = chat_ask_question(request) + response_data: ChatTypeOut = chat_ask_question(body) return response_data - def main() -> None: """ Main function to run the FastAPI app using Uvicorn. """ - load_dotenv() + env = os.getenv("ENVIRONMENT", "prod") + + reload = env == "dev" + host = "127.0.0.1" + if env == "prod": + host = "0.0.0.0" - reload = os.getenv("ENVIRONMENT", "prod") == "dev" - uvicorn.run("server.serve:app", host="127.0.0.1", port=8000, reload=reload) + uvicorn.run("server.serve:app", host=host, port=8000, reload=reload) - if __name__ == "__main__": main() \ No newline at end of file diff --git a/server/service.py b/server/service.py index d330af6..6ba5b5f 100644 --- a/server/service.py +++ b/server/service.py @@ -1,6 +1,8 @@ from galacticview_bot import app, sys_msg from .dto import ChatTypeIn, ChatTypeOut +from loguru import logger + from langchain_core.messages import HumanMessage import json @@ -32,10 +34,16 @@ def chat_ask_question(chat_input: ChatTypeIn) -> ChatTypeOut: for key, value in event.items(): if key == "formatter": raw_json = value["messages"][0].content - response_data = ChatTypeOut(**json.loads(raw_json)) - return response_data + try: + response_data = ChatTypeOut(**json.loads(raw_json)) + return response_data + except json.JSONDecodeError: + return ChatTypeOut(title="Error", content="Malformed JSON received from formatter node.", key_metrics=[]) - except Exception: + except Exception as e: + logger.exception(f"Error occurred while processing the chat question. More details: {e}") return ChatTypeOut(title="Error", content="Error occurred while processing the request.", key_metrics=[]) + response_data.title = "No Response" + response_data.content = "The agent did not return any response." return response_data From 9c1e00c0d7138b00b0d2937f45e5d81d3fe67f33 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dar=C3=B3czi=20Levente?= Date: Mon, 1 Dec 2025 22:32:37 +0200 Subject: [PATCH 11/12] lint ignore --- server/serve.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/server/serve.py b/server/serve.py index a9f5ade..4822190 100644 --- a/server/serve.py +++ b/server/serve.py @@ -18,7 +18,7 @@ app = FastAPI() app.state.limiter = limiter -app.add_exception_handler(RateLimitExceeded, _rate_limit_exceeded_handler) +app.add_exception_handler(RateLimitExceeded, _rate_limit_exceeded_handler) # type: ignore app.add_middleware( CORSMiddleware, @@ -44,7 +44,7 @@ def main() -> None: Main function to run the FastAPI app using Uvicorn. """ env = os.getenv("ENVIRONMENT", "prod") - + reload = env == "dev" host = "127.0.0.1" if env == "prod": From d423004bbe1d6333239641d0af3c6cb7a24356ba Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Dar=C3=B3czi=20Levente?= Date: Mon, 1 Dec 2025 22:49:35 +0200 Subject: [PATCH 12/12] solve comments --- README.md | 2 +- pyproject.toml | 2 +- server/dto/chat_type_in.py | 1 + server/serve.py | 15 ++++++++++++--- server/service.py | 15 ++++----------- 5 files changed, 19 insertions(+), 16 deletions(-) diff --git a/README.md b/README.md index 0212acd..891b111 100644 --- a/README.md +++ b/README.md @@ -101,7 +101,7 @@ Receives a user question and returns the structured agent response. ```JSON { "question": "How many stars are approximately between earth and moon?", - "datetime": "2025-12-01" + "date": "2025-12-01" } ``` diff --git a/pyproject.toml b/pyproject.toml index 293651e..a6d8a97 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -25,7 +25,7 @@ dependencies = [ [project.scripts] # Optional console script to run the CLI: `poetry run galacticview_cli` galacticview_cli = "galacticview_bot.cli:main" -galacticview_app = "server.serve:app" +galacticview_app = "server.serve:main" [build-system] requires = ["poetry-core>=2.0.0,<3.0.0"] diff --git a/server/dto/chat_type_in.py b/server/dto/chat_type_in.py index ead5181..f64ed6f 100644 --- a/server/dto/chat_type_in.py +++ b/server/dto/chat_type_in.py @@ -13,6 +13,7 @@ class ChatTypeIn(BaseModel): def sanitize_question(cls, v: str) -> str: v = v.strip() + # Remove HTML tags if any v = re.sub('<[^<]+?>', '', v) if not v: diff --git a/server/serve.py b/server/serve.py index 4822190..9e3fa79 100644 --- a/server/serve.py +++ b/server/serve.py @@ -1,7 +1,6 @@ from fastapi import FastAPI, Request from fastapi.middleware.cors import CORSMiddleware from slowapi import Limiter, _rate_limit_exceeded_handler -from slowapi.util import get_remote_address from slowapi.errors import RateLimitExceeded import uvicorn @@ -11,8 +10,18 @@ from .dto import ChatTypeIn, ChatTypeOut -# get_remote_address uses the user's IP to track usage -limiter = Limiter(key_func=get_remote_address) +def get_real_ip(request: Request) -> str: + """ + Extract the real client IP address from the X-Forwarded-For header if present. + WARNING: Only trust this header if set by a trusted proxy to prevent IP spoofing. + """ + forwarded = request.headers.get("X-Forwarded-For") + if forwarded: + # take the first IP in the list (the original client) + return forwarded.split(",")[0].strip() + return request.client.host # type: ignore + +limiter = Limiter(key_func=get_real_ip) app = FastAPI() diff --git a/server/service.py b/server/service.py index 6ba5b5f..0aa675c 100644 --- a/server/service.py +++ b/server/service.py @@ -16,12 +16,6 @@ def chat_ask_question(chat_input: ChatTypeIn) -> ChatTypeOut: inputs = {"messages": [sys_msg, HumanMessage(content=question)]} - response_data: ChatTypeOut = ChatTypeOut( - title="", - content="", - key_metrics=[] - ) - try: thread_id = f"aerospace-agent-thread-{uuid.uuid4()}" @@ -33,9 +27,9 @@ def chat_ask_question(chat_input: ChatTypeIn) -> ChatTypeOut: for event in app.stream(inputs, config=config): # type: ignore for key, value in event.items(): if key == "formatter": - raw_json = value["messages"][0].content + json_str = value["messages"][0].content try: - response_data = ChatTypeOut(**json.loads(raw_json)) + response_data = ChatTypeOut(**json.loads(json_str)) return response_data except json.JSONDecodeError: return ChatTypeOut(title="Error", content="Malformed JSON received from formatter node.", key_metrics=[]) @@ -44,6 +38,5 @@ def chat_ask_question(chat_input: ChatTypeIn) -> ChatTypeOut: logger.exception(f"Error occurred while processing the chat question. More details: {e}") return ChatTypeOut(title="Error", content="Error occurred while processing the request.", key_metrics=[]) - response_data.title = "No Response" - response_data.content = "The agent did not return any response." - return response_data + return ChatTypeOut(title="Error", content="No response generated from the agent.", key_metrics=[]) +