Update basic commands
This commit is contained in:
Jenit Jain
parent
75924a2b94
commit
87f8553705
106
README.md
106
README.md
|
|
@ -1,52 +1,5 @@
|
|||
<p align="center">
|
||||
<img src="assets/TauricResearch.png" style="width: 60%; height: auto;">
|
||||
</p>
|
||||
|
||||
<div align="center" style="line-height: 1;">
|
||||
<a href="https://arxiv.org/abs/2412.20138" target="_blank"><img alt="arXiv" src="https://img.shields.io/badge/arXiv-2412.20138-B31B1B?logo=arxiv"/></a>
|
||||
<a href="https://discord.com/invite/hk9PGKShPK" target="_blank"><img alt="Discord" src="https://img.shields.io/badge/Discord-TradingResearch-7289da?logo=discord&logoColor=white&color=7289da"/></a>
|
||||
<a href="./assets/wechat.png" target="_blank"><img alt="WeChat" src="https://img.shields.io/badge/WeChat-TauricResearch-brightgreen?logo=wechat&logoColor=white"/></a>
|
||||
<a href="https://x.com/TauricResearch" target="_blank"><img alt="X Follow" src="https://img.shields.io/badge/X-TauricResearch-white?logo=x&logoColor=white"/></a>
|
||||
<br>
|
||||
<a href="https://github.com/TauricResearch/" target="_blank"><img alt="Community" src="https://img.shields.io/badge/Join_GitHub_Community-TauricResearch-14C290?logo=discourse"/></a>
|
||||
</div>
|
||||
|
||||
<div align="center">
|
||||
<!-- Keep these links. Translations will automatically update with the README. -->
|
||||
<a href="https://www.readme-i18n.com/TauricResearch/TradingAgents?lang=de">Deutsch</a> |
|
||||
<a href="https://www.readme-i18n.com/TauricResearch/TradingAgents?lang=es">Español</a> |
|
||||
<a href="https://www.readme-i18n.com/TauricResearch/TradingAgents?lang=fr">français</a> |
|
||||
<a href="https://www.readme-i18n.com/TauricResearch/TradingAgents?lang=ja">日本語</a> |
|
||||
<a href="https://www.readme-i18n.com/TauricResearch/TradingAgents?lang=ko">한국어</a> |
|
||||
<a href="https://www.readme-i18n.com/TauricResearch/TradingAgents?lang=pt">Português</a> |
|
||||
<a href="https://www.readme-i18n.com/TauricResearch/TradingAgents?lang=ru">Русский</a> |
|
||||
<a href="https://www.readme-i18n.com/TauricResearch/TradingAgents?lang=zh">中文</a>
|
||||
</div>
|
||||
|
||||
---
|
||||
|
||||
# TradingAgents: Multi-Agents LLM Financial Trading Framework
|
||||
|
||||
> 🎉 **TradingAgents** officially released! We have received numerous inquiries about the work, and we would like to express our thanks for the enthusiasm in our community.
|
||||
>
|
||||
> So we decided to fully open-source the framework. Looking forward to building impactful projects with you!
|
||||
|
||||
<div align="center">
|
||||
<a href="https://www.star-history.com/#TauricResearch/TradingAgents&Date">
|
||||
<picture>
|
||||
<source media="(prefers-color-scheme: dark)" srcset="https://api.star-history.com/svg?repos=TauricResearch/TradingAgents&type=Date&theme=dark" />
|
||||
<source media="(prefers-color-scheme: light)" srcset="https://api.star-history.com/svg?repos=TauricResearch/TradingAgents&type=Date" />
|
||||
<img alt="TradingAgents Star History" src="https://api.star-history.com/svg?repos=TauricResearch/TradingAgents&type=Date" style="width: 80%; height: auto;" />
|
||||
</picture>
|
||||
</a>
|
||||
</div>
|
||||
|
||||
<div align="center">
|
||||
|
||||
🚀 [TradingAgents](#tradingagents-framework) | ⚡ [Installation & CLI](#installation-and-cli) | 🎬 [Demo](https://www.youtube.com/watch?v=90gr5lwjIho) | 📦 [Package Usage](#tradingagents-package) | 🤝 [Contributing](#contributing) | 📄 [Citation](#citation)
|
||||
|
||||
</div>
|
||||
|
||||
## TradingAgents Framework
|
||||
|
||||
TradingAgents is a multi-agent trading framework that mirrors the dynamics of real-world trading firms. By deploying specialized LLM-powered agents: from fundamental analysts, sentiment experts, and technical analysts, to trader, risk management team, the platform collaboratively evaluates market conditions and informs trading decisions. Moreover, these agents engage in dynamic discussions to pinpoint the optimal strategy.
|
||||
|
|
@ -154,60 +107,17 @@ We built TradingAgents with LangGraph to ensure flexibility and modularity. We u
|
|||
|
||||
### Python Usage
|
||||
|
||||
To use TradingAgents inside your code, you can import the `tradingagents` module and initialize a `TradingAgentsGraph()` object. The `.propagate()` function will return a decision. You can run `main.py`, here's also a quick example:
|
||||
|
||||
```python
|
||||
from tradingagents.graph.trading_graph import TradingAgentsGraph
|
||||
from tradingagents.default_config import DEFAULT_CONFIG
|
||||
|
||||
ta = TradingAgentsGraph(debug=True, config=DEFAULT_CONFIG.copy())
|
||||
|
||||
# forward propagate
|
||||
_, decision = ta.propagate("NVDA", "2024-05-10")
|
||||
print(decision)
|
||||
```
|
||||
|
||||
You can also adjust the default configuration to set your own choice of LLMs, debate rounds, etc.
|
||||
|
||||
```python
|
||||
from tradingagents.graph.trading_graph import TradingAgentsGraph
|
||||
from tradingagents.default_config import DEFAULT_CONFIG
|
||||
|
||||
# Create a custom config
|
||||
config = DEFAULT_CONFIG.copy()
|
||||
config["deep_think_llm"] = "gpt-4.1-nano" # Use a different model
|
||||
config["quick_think_llm"] = "gpt-4.1-nano" # Use a different model
|
||||
config["max_debate_rounds"] = 1 # Increase debate rounds
|
||||
config["online_tools"] = True # Use online tools or cached data
|
||||
|
||||
# Initialize with custom config
|
||||
ta = TradingAgentsGraph(debug=True, config=config)
|
||||
|
||||
# forward propagate
|
||||
_, decision = ta.propagate("NVDA", "2024-05-10")
|
||||
print(decision)
|
||||
```
|
||||
Basic execution of the repository can be found in the following [notebook.](./scripts/basic_run.ipynb)
|
||||
|
||||
> For `online_tools`, we recommend enabling them for experimentation, as they provide access to real-time data. The agents' offline tools rely on cached data from our **Tauric TradingDB**, a curated dataset we use for backtesting. We're currently in the process of refining this dataset, and we plan to release it soon alongside our upcoming projects. Stay tuned!
|
||||
|
||||
You can view the full list of configurations in `tradingagents/default_config.py`.
|
||||
You can view the full list of configurations in [tradingagents/default_config.py](./tradingagents/default_config.py).
|
||||
|
||||
## Contributing
|
||||
## Customization possibilities
|
||||
|
||||
We welcome contributions from the community! Whether it's fixing a bug, improving documentation, or suggesting a new feature, your input helps make this project better. If you are interested in this line of research, please consider joining our open-source financial AI research community [Tauric Research](https://tauric.ai/).
|
||||
### Current Online tools
|
||||
|
||||
## Citation
|
||||
|
||||
Please reference our work if you find *TradingAgents* provides you with some help :)
|
||||
|
||||
```
|
||||
@misc{xiao2025tradingagentsmultiagentsllmfinancial,
|
||||
title={TradingAgents: Multi-Agents LLM Financial Trading Framework},
|
||||
author={Yijia Xiao and Edward Sun and Di Luo and Wei Wang},
|
||||
year={2025},
|
||||
eprint={2412.20138},
|
||||
archivePrefix={arXiv},
|
||||
primaryClass={q-fin.TR},
|
||||
url={https://arxiv.org/abs/2412.20138},
|
||||
}
|
||||
```
|
||||
- Market
|
||||
- Social
|
||||
- News
|
||||
- Fundamentals
|
||||
|
|
@ -1401,6 +1401,14 @@
|
|||
"print(decision)"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"id": "e7770fe3",
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": []
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
|
|
|
|||
File diff suppressed because it is too large
Load Diff
|
|
@ -17,7 +17,6 @@ class FinancialSituationMemory:
|
|||
except:
|
||||
# Collection doesn't exist, create it
|
||||
self.situation_collection = self.chroma_client.create_collection(name=name)
|
||||
# self.situation_collection = self.chroma_client.create_collection(name=name)
|
||||
|
||||
def get_embedding(self, text):
|
||||
"""Get OpenAI embedding for a text"""
|
||||
|
|
|
|||
|
|
@ -3,7 +3,7 @@ import os
|
|||
DEFAULT_CONFIG = {
|
||||
"project_dir": os.path.abspath(os.path.join(os.path.dirname(__file__), ".")),
|
||||
"results_dir": os.getenv("TRADINGAGENTS_RESULTS_DIR", "./results"),
|
||||
"data_dir": "/Users/yluo/Documents/Code/ScAI/FR1-data",
|
||||
"data_dir": "/home/brabus61/Desktop/Github Repos/TradingAgents/tradingagents/output_data",
|
||||
"data_cache_dir": os.path.join(
|
||||
os.path.abspath(os.path.join(os.path.dirname(__file__), ".")),
|
||||
"dataflows/data_cache",
|
||||
|
|
@ -14,7 +14,7 @@ DEFAULT_CONFIG = {
|
|||
"quick_think_llm": "gpt-4o-mini",
|
||||
"backend_url": "https://api.openai.com/v1",
|
||||
# Debate and discussion settings
|
||||
"max_debate_rounds": 1,
|
||||
"max_debate_rounds": 5,
|
||||
"max_risk_discuss_rounds": 1,
|
||||
"max_recur_limit": 100,
|
||||
# Tool settings
|
||||
|
|
|
|||
Loading…
Reference in New Issue