Wiroai Finance Gemma 9B

🚀 WiroAI-Finance-Gemma-9B

WiroAI-Finance-Gemma-9B是一款强大的语言模型，它在金融知识方面有着出色的支持能力，基于Google先进的Gemma架构，经过高质量金融数据微调，能更好地处理金融相关问题。

🚀 快速开始

本模型是Google创新的Gemma模型家族经金融数据微调后的版本，使用监督微调（SFT）在精心挑选的高质量金融指令上进行训练。以下是使用示例：

基础用法

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'])

高级用法

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多条高质量金融指令进行微调。(Josephgflowers/Finance-Instruct-500k)
• 采用LoRA方法进行微调，未进行量化。
• 适应金融专业知识。
• 基于Google的前沿Gemma架构构建。

📚 详细文档

该模型是Google创新的Gemma模型家族经金融数据微调后的版本，使用监督微调（SFT）在精心挑选的高质量金融指令上进行训练。

📄 许可证

本模型采用Gemma许可证。使用前请查看许可证条款。

🔗 联系与支持

如有问题、建议和反馈，请在HuggingFace上创建issue，或直接通过我们的网站联系我们。

📖 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}
}