Wiroai Finance Gemma 9B

🚀 WiroAI-Finance-Gemma-9B

WiroAI-Finance-Gemma-9B是一款強大的語言模型，它在金融知識方面有著出色的支持能力，基於Google先進的Gemma架構，經過高質量金融數據微調，能更好地處理金融相關問題。

🚀 快速開始

本模型是Google創新的Gemma模型家族經金融數據微調後的版本，使用監督微調（SFT）在精心挑選的高質量金融指令上進行訓練。以下是使用示例：

基礎用法

import transformers
import torch


model_id = "WiroAI/WiroAI-Finance-Gemma-9B"

pipeline = transformers.pipeline(
    "text-generation",
    model=model_id,
    model_kwargs={"torch_dtype": torch.bfloat16},
    device_map="auto",
)

pipeline.model.eval()

messages = [
    {"role": "user", "content": "How can central banks balance the trade-off between controlling inflation and maintaining economic growth, especially in an environment of high public debt and geopolitical uncertainty?"
  },
]

terminators = [
    pipeline.tokenizer.eos_token_id,
    pipeline.tokenizer.convert_tokens_to_ids("<|eot_id|>")
]

outputs = pipeline(
    messages,
    max_new_tokens=512,
    eos_token_id=terminators,
    do_sample=True,
    temperature=0.9,
)

print(outputs[0]["generated_text"][-1]['content'])

高級用法

Central banks face a complex challenge in balancing the objectives of controlling inflation and maintaining economic growth, particularly in the context of high public debt and geopolitical uncertainty. This delicate trade-off involves managing interest rates, monetary policy tools, and expectations to achieve price stability while avoiding the risk of recession.

One approach central banks can consider is to maintain a flexible and data-driven policy stance, utilizing advanced analytical models and real-time economic indicators. This approach involves regular monitoring of inflation trends, potential risks, and the impact of global economic developments on domestic economic conditions. For instance, the European Central Bank (ECB) has adopted a forward guidance strategy, outlining its intention to keep interest rates at their current low levels for an extended period, thereby supporting economic activity and inflation expectations.

Furthermore, central banks can employ a range of monetary policy instruments to address economic fluctuations. These tools can include changing interest rates, implementing unconventional monetary policies such as quantitative easing or negative interest rates, and providing liquidity to financial institutions. The Federal Reserve, for example, has used unconventional policies to boost economic growth by purchasing government and mortgage-backed securities and reducing interest rates to near-zero levels.

In the context of high public debt, central banks must tread cautiously, as aggressive tightening policies could potentially worsen public debt sustainability issues. One strategy is to communicate transparently with governments, financial markets, and the public to manage expectations and foster confidence in the economy. This transparent communication can help to stabilize market conditions and reduce the negative effects of uncertainty on economic growth.

Moreover, central banks can enhance their crisis preparedness by establishing contingency plans for different economic scenarios, including those related to geopolitical risks. This proactive approach can include implementing stress tests, building reserves of liquidity, and maintaining strong banking regulations to ensure financial stability.

In conclusion, central banks can navigate the trade-off between inflation control and economic growth by utilizing a flexible policy stance, deploying a range of monetary policy tools, maintaining transparent communication, and enhancing crisis preparedness. It is crucial for central banks to adapt to the specific circumstances and conditions of their respective economies, weighing the potential long-term effects of different policy options to ensure sustainable economic growth and price stability.

✨ 主要特性

• 使用500,000多條高質量金融指令進行微調。(Josephgflowers/Finance-Instruct-500k)
• 採用LoRA方法進行微調，未進行量化。
• 適應金融專業知識。
• 基於Google的前沿Gemma架構構建。

📚 詳細文檔

該模型是Google創新的Gemma模型家族經金融數據微調後的版本，使用監督微調（SFT）在精心挑選的高質量金融指令上進行訓練。

📄 許可證

本模型採用Gemma許可證。使用前請查看許可證條款。

🔗 聯繫與支持

如有問題、建議和反饋，請在HuggingFace上創建issue，或直接通過我們的網站聯繫我們。

📖 引用

@article{WiroAI,
  title={WiroAI/WiroAI-Finance-Gemma-9B},
  author={Abdullah Bezir, Furkan Burhan Türkay, Cengiz Asmazoğlu},
  year={2025},
  url={https://huggingface.co/WiroAI/WiroAI-Finance-Gemma-9B}
}