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Merge branch 'master' of https://github.com/AI4Finance-Foundation/FinGPT

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oliverwang15
2023-10-12 20:15:48 -04:00
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@@ -50,11 +50,23 @@ Let us DO NOT expect Wall Street to open-source LLMs nor open APIs, due to FinTe
* Finetune your own FinGPT v3 model with the LoRA method on only an RTX 3090 with this [notebook](./fingpt/FinGPT-v3/training_8bit/train.ipynb) in 8bit or this [notebook](./fingpt/FinGPT-v3/training_int4/train.ipynb) in int4 (QLoRA)
* [FinGPT V1](./fingpt)
+ **FinGPT by finetuning ChatGLM2 / Llama2 with LoRA with the market-labeled data for Chinese Market**
+ **FinGPT by finetuning ChatGLM2 / Llama2 with LoRA with the market-labeled data for the Chinese Market**
## Tutorials
[[Training] Beginner’s Guide to FinGPT: Training with LoRA and ChatGLM2–6B One Notebook, $10 GPU](https://byfintech.medium.com/beginners-guide-to-fingpt-training-with-lora-chatglm2-6b-9eb5ace7fe99)
## Instruction Tuning Datasets
| Datasets | Train Rows | Test Rows |Description |
| --------- | ----------------- | ------------ | --------------------- |
| [fingpt-sentiment-train](https://huggingface.co/datasets/FinGPT/fingpt-sentiment-train) | 76.8K | N/A|Sentiment Analysis Training Instructions |
| [fingpt-finred](https://huggingface.co/datasets/FinGPT/fingpt-finred)| 27.6k | 5.11k | Financial Relation Extraction Instrutions |
| [fingpt-headline](https://huggingface.co/datasets/FinGPT/fingpt-headline) | 82.2k | 20.5k | Financial Headline Analysis Instructions|
| [fingpt-ner](https://huggingface.co/datasets/FinGPT/fingpt-ner) | 511 | 98 | Financial Named-Entity Recognition Instructions|
| [fingpt-fiqa_qa](https://huggingface.co/datasets/FinGPT/fingpt-fiqa_qa) | 17.1k | N/A | Financial Q&A Instructions|
| [fingpt-fineval](https://huggingface.co/datasets/FinGPT/fingpt-fineval) | 1.06k | 265 | Chinese Multiple-Choice Questions Instructions|
## Understanding FinGPT: An Educational Blog Series
+ [FinGPT: Powering the Future of Finance with 20 Cutting-Edge Applications
](https://medium.datadriveninvestor.com/fingpt-powering-the-future-of-finance-with-20-cutting-edge-applications-7c4d082ad3d8)