` | Start monitoring dashboard |
+| `rdagent health_check` | Validate environment setup |
+
+---
+
+## Requirements
+
+Core dependencies (see [`requirements.txt`](requirements.txt) for full list):
+
+- **LLM**: `openai`, `litellm`
+- **Data**: `pandas`, `numpy`, `pyarrow`
+- **ML**: `scikit-learn`, `lightgbm`, `xgboost`
+- **Backtesting**: `qlib` (via Docker)
+- **UI**: `streamlit`, `plotly`, `flask`
+
+---
+
+## License
+
+This project is licensed under the **MIT License** – see the [`LICENSE`](LICENSE) file for details.
+
+---
+
+## Contributing
+
+Contributions are welcome! Please:
+
+1. Fork the repository
+2. Create a feature branch (`git checkout -b feature/amazing-feature`)
+3. Commit your changes (`git commit -m 'Add amazing feature'`)
+4. Push to the branch (`git push origin feature/amazing-feature`)
+5. Open a Pull Request
+
+For major changes, please open an issue first to discuss your approach.
+
+---
+
+## Citation
+
+If you use Predix in your research, please cite the underlying framework:
+
+```bibtex
@misc{yang2025rdagentllmagentframeworkautonomous,
- title={R&D-Agent: An LLM-Agent Framework Towards Autonomous Data Science},
- author={Xu Yang and Xiao Yang and Shikai Fang and Yifei Zhang and Jian Wang and Bowen Xian and Qizheng Li and Jingyuan Li and Minrui Xu and Yuante Li and Haoran Pan and Yuge Zhang and Weiqing Liu and Yelong Shen and Weizhu Chen and Jiang Bian},
- year={2025},
- eprint={2505.14738},
- archivePrefix={arXiv},
- primaryClass={cs.AI},
- url={https://arxiv.org/abs/2505.14738},
+ title={R&D-Agent: An LLM-Agent Framework Towards Autonomous Data Science},
+ author={Yang, Xu and Yang, Xiao and Fang, Shikai and Zhang, Yifei and Wang, Jian and Xian, Bowen and Li, Qizheng and Li, Jingyuan and Xu, Minrui and Li, Yuante and others},
+ year={2025},
+ eprint={2505.14738},
+ archivePrefix={arXiv},
+ primaryClass={cs.AI}
}
```
-
-## 📊 Benchmark
-- [Towards Data-Centric Automatic R&D](https://arxiv.org/abs/2404.11276)
-```BibTeX
-@misc{chen2024datacentric,
- title={Towards Data-Centric Automatic R&D},
- author={Haotian Chen and Xinjie Shen and Zeqi Ye and Wenjun Feng and Haoxue Wang and Xiao Yang and Xu Yang and Weiqing Liu and Jiang Bian},
- year={2024},
- eprint={2404.11276},
- archivePrefix={arXiv},
- primaryClass={cs.AI}
-}
-```
-
+---
-## 🔍 Research
+## Support
-In a data mining expert's daily research and development process, they propose a hypothesis (e.g., a model structure like RNN can capture patterns in time-series data), design experiments (e.g., finance data contains time-series and we can verify the hypothesis in this scenario), implement the experiment as code (e.g., Pytorch model structure), and then execute the code to get feedback (e.g., metrics, loss curve, etc.). The experts learn from the feedback and improve in the next iteration.
+- **Issues**: [GitHub Issues](https://github.com/PredixAI/predix/issues)
+- **Documentation**: [Read the Docs](https://rdagent.readthedocs.io/)
-Based on the principles above, we have established a basic method framework that continuously proposes hypotheses, verifies them, and gets feedback from the real-world practice. This is the first scientific research automation framework that supports linking with real-world verification.
+---
-For more detail, please refer to our **[🖥️ Live Demo page](https://rdagent.azurewebsites.net)**.
+## Disclaimer
-## 🛠️ Development
+Predix is provided "as is" for **research and educational purposes only**. It is **not** intended for:
-- [Collaborative Evolving Strategy for Automatic Data-Centric Development](https://arxiv.org/abs/2407.18690)
-```BibTeX
-@misc{yang2024collaborative,
- title={Collaborative Evolving Strategy for Automatic Data-Centric Development},
- author={Xu Yang and Haotian Chen and Wenjun Feng and Haoxue Wang and Zeqi Ye and Xinjie Shen and Xiao Yang and Shizhao Sun and Weiqing Liu and Jiang Bian},
- year={2024},
- eprint={2407.18690},
- archivePrefix={arXiv},
- primaryClass={cs.AI}
-}
-```
-
+- Live trading or financial advice
+- Production use without thorough testing
+- Replacement of qualified financial professionals
-## Deep Application in Diverse Scenarios
-
-- [R&D-Agent-Quant: A Multi-Agent Framework for Data-Centric Factors and Model Joint Optimization](https://arxiv.org/abs/2505.15155)
-```BibTeX
-@misc{li2025rdagentquantmultiagentframeworkdatacentric,
- title={R&D-Agent-Quant: A Multi-Agent Framework for Data-Centric Factors and Model Joint Optimization},
- author={Yuante Li and Xu Yang and Xiao Yang and Minrui Xu and Xisen Wang and Weiqing Liu and Jiang Bian},
- year={2025},
- eprint={2505.15155},
- archivePrefix={arXiv},
- primaryClass={q-fin.CP},
- url={https://arxiv.org/abs/2505.15155},
-}
-```
-
-
-
-# 🤝 Contributing
-
-We welcome contributions and suggestions to improve R&D-Agent. Please refer to the [Contributing Guide](CONTRIBUTING.md) for more details on how to contribute.
-
-Before submitting a pull request, ensure that your code passes the automatic CI checks.
-
-## 📝 Guidelines
-This project welcomes contributions and suggestions.
-Contributing to this project is straightforward and rewarding. Whether it's solving an issue, addressing a bug, enhancing documentation, or even correcting a typo, every contribution is valuable and helps improve R&D-Agent.
-
-To get started, you can explore the issues list, or search for `TODO:` comments in the codebase by running the command `grep -r "TODO:"`.
-
-
-
-
- 
-
-
-Before we released R&D-Agent as an open-source project on GitHub, it was an internal project within our group. Unfortunately, the internal commit history was not preserved when we removed some confidential code. As a result, some contributions from our group members, including Haotian Chen, Wenjun Feng, Haoxue Wang, Zeqi Ye, Xinjie Shen, and Jinhui Li, were not included in the public commits.
-
-# ⚖️ Legal disclaimer
-The RD-agent is provided “as is”, without warranty of any kind, express or implied, including but not limited to the warranties of merchantability, fitness for a particular purpose and noninfringement. The RD-agent is aimed to facilitate research and development process in the financial industry and not ready-to-use for any financial investment or advice. Users shall independently assess and test the risks of the RD-agent in a specific use scenario, ensure the responsible use of AI technology, including but not limited to developing and integrating risk mitigation measures, and comply with all applicable laws and regulations in all applicable jurisdictions. The RD-agent does not provide financial opinions or reflect the opinions of Microsoft, nor is it designed to replace the role of qualified financial professionals in formulating, assessing, and approving finance products. The inputs and outputs of the RD-agent belong to the users and users shall assume all liability under any theory of liability, whether in contract, torts, regulatory, negligence, products liability, or otherwise, associated with use of the RD-agent and any inputs and outputs thereof.
+Users assume all liability and should comply with applicable laws and regulations in their jurisdiction. Past performance does not guarantee future results.
diff --git a/SECURITY.md b/SECURITY.md
index b3c89efc..4f7c6753 100644
--- a/SECURITY.md
+++ b/SECURITY.md
@@ -1,41 +1,20 @@
-
+# Security Policy
-## Security
+## Reporting a Vulnerability
-Microsoft takes the security of our software products and services seriously, which includes all source code repositories managed through our GitHub organizations, which include [Microsoft](https://github.com/Microsoft), [Azure](https://github.com/Azure), [DotNet](https://github.com/dotnet), [AspNet](https://github.com/aspnet) and [Xamarin](https://github.com/xamarin).
-
-If you believe you have found a security vulnerability in any Microsoft-owned repository that meets [Microsoft's definition of a security vulnerability](https://aka.ms/security.md/definition), please report it to us as described below.
-
-## Reporting Security Issues
+We take the security of Predix seriously. If you believe you have found a security vulnerability, please report it to us as described below.
**Please do not report security vulnerabilities through public GitHub issues.**
-Instead, please report them to the Microsoft Security Response Center (MSRC) at [https://msrc.microsoft.com/create-report](https://aka.ms/security.md/msrc/create-report).
+Instead, please report them via email to:
+- **Email**: nico@predix.io
-If you prefer to submit without logging in, send email to [secure@microsoft.com](mailto:secure@microsoft.com). If possible, encrypt your message with our PGP key; please download it from the [Microsoft Security Response Center PGP Key page](https://aka.ms/security.md/msrc/pgp).
-
-You should receive a response within 24 hours. If for some reason you do not, please follow up via email to ensure we received your original message. Additional information can be found at [microsoft.com/msrc](https://www.microsoft.com/msrc).
-
-Please include the requested information listed below (as much as you can provide) to help us better understand the nature and scope of the possible issue:
-
- * Type of issue (e.g. buffer overflow, SQL injection, cross-site scripting, etc.)
- * Full paths of source file(s) related to the manifestation of the issue
- * The location of the affected source code (tag/branch/commit or direct URL)
- * Any special configuration required to reproduce the issue
- * Step-by-step instructions to reproduce the issue
- * Proof-of-concept or exploit code (if possible)
- * Impact of the issue, including how an attacker might exploit the issue
-
-This information will help us triage your report more quickly.
-
-If you are reporting for a bug bounty, more complete reports can contribute to a higher bounty award. Please visit our [Microsoft Bug Bounty Program](https://aka.ms/security.md/msrc/bounty) page for more details about our active programs.
+You should receive a response within 48 hours. If for some reason you do not, please follow up via email to ensure we received your original message.
## Preferred Languages
We prefer all communications to be in English.
-## Policy
+## Security Updates
-Microsoft follows the principle of [Coordinated Vulnerability Disclosure](https://aka.ms/security.md/cvd).
-
-
+Security updates will be released as patch versions. Please ensure you are using the latest version of Predix to benefit from security fixes.
diff --git a/SUPPORT.md b/SUPPORT.md
index 291d4d43..7ac94861 100644
--- a/SUPPORT.md
+++ b/SUPPORT.md
@@ -1,25 +1,25 @@
-# TODO: The maintainer of this repo has not yet edited this file
-
-**REPO OWNER**: Do you want Customer Service & Support (CSS) support for this product/project?
-
-- **No CSS support:** Fill out this template with information about how to file issues and get help.
-- **Yes CSS support:** Fill out an intake form at [aka.ms/onboardsupport](https://aka.ms/onboardsupport). CSS will work with/help you to determine next steps.
-- **Not sure?** Fill out an intake as though the answer were "Yes". CSS will help you decide.
-
-*Then remove this first heading from this SUPPORT.MD file before publishing your repo.*
-
-# Support
-
-## How to file issues and get help
-
-This project uses GitHub Issues to track bugs and feature requests. Please search the existing
-issues before filing new issues to avoid duplicates. For new issues, file your bug or
-feature request as a new Issue.
-
-For help and questions about using this project, please **REPO MAINTAINER: INSERT INSTRUCTIONS HERE
-FOR HOW TO ENGAGE REPO OWNERS OR COMMUNITY FOR HELP. COULD BE A STACK OVERFLOW TAG OR OTHER
-CHANNEL. WHERE WILL YOU HELP PEOPLE?**.
-
-## Microsoft Support Policy
-
-Support for this **PROJECT or PRODUCT** is limited to the resources listed above.
+# Support
+
+## How to file issues and get help
+
+This project uses GitHub Issues to track bugs and feature requests. Please search the existing
+issues before filing new issues to avoid duplicates. For new issues, file your bug or
+feature request as a new Issue.
+
+- **Issues**: [https://github.com/PredixAI/predix/issues](https://github.com/PredixAI/predix/issues)
+
+For help and questions about using this project, please reach out via:
+
+- **Email**: nico@predix.io
+- **GitHub Discussions**: [https://github.com/PredixAI/predix/discussions](https://github.com/PredixAI/predix/discussions)
+
+## Community Support
+
+We encourage users to help each other through GitHub Discussions or by contributing
+answers to issues. If you find a solution to a problem, please consider sharing it
+publicly to help others.
+
+## Support Policy
+
+Support is provided on a best-effort basis by the maintainers and community.
+For critical issues or commercial support needs, please contact the maintainers directly.
diff --git a/TODO.md b/TODO.md
index 0ca57887..61b1e6f2 100644
--- a/TODO.md
+++ b/TODO.md
@@ -1,10 +1,16 @@
-We encourage to set the TODOs in code. But some TODOs are more global.
-So we place it here.
+# TODOs
+This file tracks global TODOs for the Predix project. Individual TODOs in code should be addressed in their respective modules.
-- [ ] Aligning the naming of files in components & scenarios.
- - We would like to have the same logic for naming convention in components(reusable components for all scenarios) and scenarios (componets for specific scenario).
- - But now we have following mismatch
- - `coder` in `components` & `developer` in `components`
-- [ ] The name of the folders mismatch with the content in them.
- - Why are scenarios in experiments?
+## Current Global TODOs
+
+- [ ] Align naming conventions for files in `components/` and `scenarios/` directories
+ - Current mismatch: `coder` in `components/` vs `developer` in `scenarios/`
+- [ ] Clean up folder naming inconsistencies
+ - Investigate why some scenario-related code is in `experiments/` folders
+
+## Completed
+
+- [x] Rebrand from RD-Agent to Predix for EUR/USD focus
+- [x] Remove Microsoft-specific references
+- [x] Update documentation for PredixAI organization
diff --git a/docs/conf.py b/docs/conf.py
index a1fea424..97ca8c58 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -10,9 +10,9 @@ import subprocess
latest_tag = subprocess.check_output(["git", "describe", "--tags", "--abbrev=0"], text=True).strip()
-project = "RDAgent"
-copyright = "2024, Microsoft"
-author = "Microsoft"
+project = "Predix"
+copyright = "2025, Predix Team"
+author = "Predix Team"
# -- General configuration ---------------------------------------------------
# https://www.sphinx-doc.org/en/master/usage/configuration.html#general-configuration
@@ -66,7 +66,7 @@ html_static_path = ["_static"]
html_favicon = "_static/favicon.ico"
html_theme_options = {
- "source_repository": "https://github.com/microsoft/RD-Agent",
+ "source_repository": "https://github.com/PredixAI/predix",
"source_branch": "main",
"source_directory": "docs/",
}
diff --git a/docs/index.rst b/docs/index.rst
index 850cd57f..fb8165f7 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -1,13 +1,13 @@
-.. RDAgent documentation master file, created by
+.. Predix documentation master file, created by
sphinx-quickstart on Mon Jul 15 04:27:50 2024.
You can adapt this file completely to your liking, but it should at least
contain the root `toctree` directive.
-Welcome to RDAgent's documentation!
+Welcome to Predix's documentation!
===================================
.. image:: _static/logo.png
- :alt: RD-Agent Logo
+ :alt: Predix Logo
.. toctree::
:maxdepth: 3
@@ -23,7 +23,7 @@ Welcome to RDAgent's documentation!
api_reference
policy
- GitHub
+ GitHub
Indices and tables
diff --git a/pyproject.toml b/pyproject.toml
index fbd6c7ec..febd2625 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -7,7 +7,7 @@ requires = [
[project]
authors = [
- {email = "xuyang1@microsoft.com", name = "MSRA-MIIC"},
+ {email = "nico@predix.io", name = "Predix Team"},
]
classifiers = [
"Development Status :: 3 - Alpha",
@@ -16,18 +16,20 @@ classifiers = [
"Programming Language :: Python :: 3.10",
"Programming Language :: Python :: 3.11",
]
-description = "Research & Development Agent"
+description = "Predix - AI-gestützter Quantitative Trading Agent für EUR/USD"
dynamic = [
"dependencies",
"optional-dependencies",
"version",
]
keywords = [
+ "Quantitative Trading",
"Autonomous Agents",
"Large Language Models",
- "Research and Development",
+ "EUR/USD",
+ "Forex",
]
-name = "rdagent"
+name = "predix"
readme = "README.md"
requires-python = ">=3.10"
@@ -35,8 +37,8 @@ requires-python = ">=3.10"
rdagent = "rdagent.app.cli:app"
[project.urls]
-homepage = "https://github.com/microsoft/RD-Agent/"
-issue = "https://github.com/microsoft/RD-Agent/issues"
+homepage = "https://github.com/PredixAI/predix/"
+issue = "https://github.com/PredixAI/predix/issues"
[tool.coverage.report]
fail_under = 80
diff --git a/setup_predix_eurusd.sh b/setup_predix_eurusd.sh
index 321a8068..c2ec7178 100755
--- a/setup_predix_eurusd.sh
+++ b/setup_predix_eurusd.sh
@@ -1,11 +1,11 @@
#!/bin/bash
# =============================================================================
# setup_predix_eurusd.sh
-# Richtet Predix für EURUSD 15min Trading ein
-# Ausführen: bash setup_predix_eurusd.sh
+# Sets up Predix for EURUSD 15min trading
+# Usage: bash setup_predix_eurusd.sh
# =============================================================================
-set -e # Abbruch bei Fehler
+set -e # Exit on error
PREDIX_DIR="$HOME/Predix"
CSV_SOURCE="$HOME/Downloads/eurusd_data.csv"
@@ -16,27 +16,27 @@ echo "========================================"
echo " Predix EURUSD Setup"
echo "========================================"
-# ─── 1. Prüfen ob alles da ist ───────────────────────────────────────────────
+# ─── 1. Check prerequisites ───────────────────────────────────────────────
echo ""
-echo "[1/7] Prüfe Voraussetzungen..."
+echo "[1/7] Checking prerequisites..."
if [ ! -d "$PREDIX_DIR" ]; then
- echo "FEHLER: $PREDIX_DIR nicht gefunden!"
+ echo "ERROR: $PREDIX_DIR not found!"
exit 1
fi
if [ ! -f "$CSV_SOURCE" ]; then
- echo "FEHLER: $CSV_SOURCE nicht gefunden!"
- echo "Bitte eurusd_data.csv in ~/Downloads/ legen"
+ echo "ERROR: $CSV_SOURCE not found!"
+ echo "Please place eurusd_data.csv in ~/Downloads/"
exit 1
fi
-echo "✓ Predix gefunden: $PREDIX_DIR"
-echo "✓ CSV gefunden: $CSV_SOURCE"
+echo "✓ Predix found: $PREDIX_DIR"
+echo "✓ CSV found: $CSV_SOURCE"
-# ─── 2. Ordner anlegen ───────────────────────────────────────────────────────
+# ─── 2. Create directory structure ─────────────────────────────────────────
echo ""
-echo "[2/7] Erstelle Ordnerstruktur..."
+echo "[2/7] Creating directory structure..."
mkdir -p "$DATA_DIR"
mkdir -p "$QLIB_DIR/calendars"
@@ -45,11 +45,11 @@ mkdir -p "$QLIB_DIR/features/eurusd"
mkdir -p "$PREDIX_DIR/git_ignore_folder/log"
cp "$CSV_SOURCE" "$DATA_DIR/eurusd_data.csv"
-echo "✓ CSV kopiert nach $DATA_DIR"
+echo "✓ CSV copied to $DATA_DIR"
-# ─── 3. CSV → Qlib Format konvertieren ───────────────────────────────────────
+# ─── 3. Convert CSV to Qlib format ─────────────────────────────────────────
echo ""
-echo "[3/7] Konvertiere CSV zu Qlib-Format..."
+echo "[3/7] Converting CSV to Qlib format..."
python3 << 'PYEOF'
import pandas as pd
@@ -60,20 +60,20 @@ import os
QLIB_DIR = Path(os.path.expanduser("~/.qlib/qlib_data/eurusd_data"))
CSV_PATH = Path(os.path.expanduser("~/Downloads/eurusd_data.csv"))
-# Laden + sortieren
+# Load + sort
df = pd.read_csv(CSV_PATH, parse_dates=["datetime"])
df = df.sort_values("datetime").reset_index(drop=True)
df.columns = [c.lower() for c in df.columns]
print(f" Rows: {len(df):,} | Range: {df['datetime'].min().date()} -> {df['datetime'].max().date()}")
-# ── Kalender (alle 15min Timestamps) ────────────────────────────────────────
+# ── Calendar (all 15min timestamps) ────────────────────────────────────────
cal = df["datetime"].dt.strftime("%Y-%m-%d %H:%M:%S")
cal_path = QLIB_DIR / "calendars" / "15min.txt"
cal.to_csv(cal_path, index=False, header=False)
-print(f" ✓ Kalender: {len(cal)} Einträge -> {cal_path}")
+print(f" ✓ Calendar: {len(cal)} entries -> {cal_path}")
-# ── Instruments (nur EURUSD) ─────────────────────────────────────────────────
+# ── Instruments (only EURUSD) ──────────────────────────────────────────────
inst_path = QLIB_DIR / "instruments" / "all.txt"
start = df["datetime"].min().strftime("%Y-%m-%d")
end = df["datetime"].max().strftime("%Y-%m-%d")
@@ -81,22 +81,22 @@ with open(inst_path, "w") as f:
f.write(f"EURUSD\t{start}\t{end}\n")
print(f" ✓ Instruments -> {inst_path}")
-# ── Features (Qlib binary format via CSV) ───────────────────────────────────
+# ── Features (Qlib binary format via CSV) ──────────────────────────────────
feat_dir = QLIB_DIR / "features" / "eurusd"
feat_dir.mkdir(parents=True, exist_ok=True)
-# Qlib erwartet: $open, $high, $low, $close, $volume
+# Qlib expects: $open, $high, $low, $close, $volume
for col in ["open", "high", "low", "close", "volume"]:
out = feat_dir / f"{col}.day.bin"
# Qlib binary: float32 array
arr = df[col].astype("float32").values
arr.tofile(str(out).replace(".day.bin", f"_15min.bin"))
-# Auch als einfache CSV für direkten Zugriff
+# Also as simple CSV for direct access
df.to_csv(QLIB_DIR / "eurusd_15min.csv", index=False)
print(f" ✓ Features + CSV -> {feat_dir}")
-# ── Returns + technische Features vorberechnen ───────────────────────────────
+# ── Returns + technical features precomputation ────────────────────────────
def ema(s, p): return s.ewm(span=p, adjust=False).mean()
def rsi(c, p=14):
d = c.diff()
@@ -118,28 +118,28 @@ feat["adx_proxy"] = df["close"].rolling(14).std() / df["close"].rolling(96).std(
feat.dropna(inplace=True)
feat.to_csv(QLIB_DIR / "eurusd_features.csv", index=False)
-print(f" ✓ Features CSV: {len(feat):,} Zeilen, {len(feat.columns)} Spalten")
-print(" Fertig!")
+print(f" ✓ Features CSV: {len(feat):,} rows, {len(feat.columns)} columns")
+print(" Done!")
PYEOF
-echo "✓ Qlib-Daten konvertiert"
+echo "✓ Qlib data converted"
-# ─── 4. .env updaten ─────────────────────────────────────────────────────────
+# ─── 4. Update .env ────────────────────────────────────────────────────────
echo ""
-echo "[4/7] Update .env..."
+echo "[4/7] Updating .env..."
ENV_FILE="$PREDIX_DIR/.env"
# Backup
cp "$ENV_FILE" "$ENV_FILE.backup_$(date +%Y%m%d_%H%M%S)"
-# QLIB_DATA_DIR auf EURUSD umbiegen
+# Update QLIB_DATA_DIR to EURUSD
sed -i "s|QLIB_DATA_DIR=.*|QLIB_DATA_DIR=$QLIB_DIR|" "$ENV_FILE"
-# LOG_PATH korrigieren (war /home/nico/RD-Agent-Local/log)
+# Fix LOG_PATH (was /home/nico/RD-Agent-Local/log)
sed -i "s|LOG_PATH=.*|LOG_PATH=$PREDIX_DIR/git_ignore_folder/log|" "$ENV_FILE"
-# EURUSD-spezifische Vars hinzufügen (falls noch nicht da)
+# Add EURUSD-specific vars (if not already present)
grep -q "EURUSD_DATA_PATH" "$ENV_FILE" || cat >> "$ENV_FILE" << 'ENVEOF'
# ---------- EURUSD ----------
@@ -151,11 +151,11 @@ BACKTEST_END_TIME=2026-03-20
COST_RATE=0.00015
ENVEOF
-echo "✓ .env aktualisiert (Backup erstellt)"
+echo "✓ .env updated (backup created)"
-# ─── 5. Prompts für EURUSD anpassen ──────────────────────────────────────────
+# ─── 5. Adjust prompts for EURUSD ──────────────────────────────────────────
echo ""
-echo "[5/7] Passe Qlib-Prompts für EURUSD an..."
+echo "[5/7] Adjusting Qlib prompts for EURUSD..."
PROMPT_FILE="$PREDIX_DIR/rdagent/app/qlib_rd_loop/prompts.yaml"
cp "$PROMPT_FILE" "${PROMPT_FILE}.backup_$(date +%Y%m%d_%H%M%S)"
@@ -218,16 +218,16 @@ hypothesis_generation:
Target: beat current best ARR of 9.62%.
YAMLEOF
-echo "✓ prompts.yaml aktualisiert (Backup erstellt)"
+echo "✓ prompts.yaml updated (backup created)"
-# ─── 6. Model Coder Prompt erweitern ─────────────────────────────────────────
+# ─── 6. Extend Model Coder Prompt ──────────────────────────────────────────
echo ""
-echo "[6/7] Erweitere Model Coder Prompts..."
+echo "[6/7] Extending Model Coder prompts..."
MODEL_PROMPT="$PREDIX_DIR/rdagent/components/coder/model_coder/prompts.yaml"
cp "$MODEL_PROMPT" "${MODEL_PROMPT}.backup_$(date +%Y%m%d_%H%M%S)"
-# EURUSD session filter als Kommentar in den evolving_strategy Block injizieren
+# Inject EURUSD session filter as comment in evolving_strategy block
python3 << 'PYEOF'
import re
from pathlib import Path
@@ -251,12 +251,12 @@ content = content.replace(
eurusd_note + "\n Your code is expected to align the scenario in any form"
)
path.write_text(content)
-print(" ✓ Model coder prompt erweitert")
+print(" ✓ Model coder prompt extended")
PYEOF
-echo "✓ Model coder Prompt angepasst"
+echo "✓ Model coder prompt adjusted"
-# ─── 7. Git Commits ──────────────────────────────────────────────────────────
+# ─── 7. Git Commits ────────────────────────────────────────────────────────
echo ""
echo "[7/7] Git Commits..."
@@ -279,23 +279,23 @@ git commit -m "feat: inject EURUSD trading rules into model coder
- Max trade frequency guidance"
git add .env 2>/dev/null || true
-echo " (Note: .env nicht committed - enthält API Keys)"
+echo " (Note: .env not committed - contains API keys)"
echo ""
echo "========================================"
-echo " Setup abgeschlossen!"
+echo " Setup completed!"
echo "========================================"
echo ""
-echo "Nächste Schritte:"
+echo "Next steps:"
echo ""
-echo " 1. Starten:"
+echo " 1. Start:"
echo " cd ~/Predix && rdagent fin_quant"
echo ""
-echo " 2. Dashboard (in zweitem Terminal):"
+echo " 2. Dashboard (in second terminal):"
echo " cd ~/Predix && rdagent server_ui --port 19899"
echo " → http://localhost:19899"
echo ""
echo " 3. Logs:"
echo " tail -f $PREDIX_DIR/git_ignore_folder/log/*.log"
echo ""
-echo "Backup-Dateien (.backup_*) können nach erfolgreichem Test gelöscht werden."
+echo "Backup files (.backup_*) can be deleted after successful testing."
-
- 🖥️ Live Demo |
- 🎥 Demo Video ▶️YouTube |
- 📖 Documentation |
- 📄 Tech Report |
- 📃 Papers
-
+ AI-powered Quantitative Trading Agent for EUR/USD Forex
+
+ 
-
-
-
-